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     "source": [
      "<b>ENTREGA: </b>\n",
      "El dia l\u00edmit per a l'entrega d'aquesta pr\u00e0ctica \u00e9s el dia <b>15 de desembre a les 23.55h</b>"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<h2>Processament de seq\u00fc\u00e8ncies.</h2>\n",
      "\n",
      "En aquesta pr\u00e0ctica treballarem amb el problema de processament de dades seq\u00fcencials. Obtindrem les dades hist\u00f2riques de la borsa de diferents empreses i analitzarem el valor de les seves accions al llarg del temps. Definirem un algoritme que ens permetr\u00e0 detectar canvis de comportament, i finalment, definirem una estrat\u00e8gia de compra/venta d'accions al detectar canvis de comportament de les dades.\n",
      "\n",
      "La pr\u00e0ctica consisteix de tres exercicis. \n",
      "\n",
      "<a href=\"#Exercici-1\">Exercici 1:</a> Implementar l'algoritme de la finestra lliscant</br>\n",
      "<a href=\"#Exercici-2\">Exercici 2:</a> Implementar l'algoritme de la finestra adaptativa (ADWIN)</br>\n",
      "<a href=\"#Exercici-3\">Exercici 3:</a> En aquest \u00faltim exercici, volem definir una estrat\u00e8gia de compra/venda d'accions amb l'objectiu de tindre beneficis.</br>\n",
      "\n",
      "\n",
      "Per poder obtenir aquestes dades de la borsa, utilitzarem un paquet anomenat <b>ystockquote.py</b>. Aquest paquet cont\u00e9 un conjunt de funcions que ens permet obtenir les dades actuals e hist\u00f2riques de qualsevol empresa de la borsa.\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from utilsP4 import *\n",
      "%matplotlib inline \n",
      "\n",
      "# Carreguem les dades de la borsa mitja\u00e7ant la funci\u00f3 loadStockData\n",
      "data={}\n",
      "companies=['GOOG','MSFT','IBM','YHOO','FB']\n",
      "#companies=['GOOG', 'YHOO', 'FB']\n",
      "for c in companies:\n",
      "    data[c]=loadStockData(c)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
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rv6VQHQshxBI060gAYOVKPi7Y6tWWSVN5SHXvNBhY6tWrh6tXr+rcxxhDUFAQ8vLyKp0I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\nEgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2e32190>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ldXsPeusop4YNbY/JzORRWePH239glEVu3rQsDpWdDdSqxd/QX30VKHz3AwDM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\nCIIgnPL/w9LN1GH6m6kAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x41cb910>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RsGFDoz/orbfegru7O1qq/M/OyclBeHg4mjVrhl69eiE3N1fxXExMDJo2bYqA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\nuH2bZgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x432f990>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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07f7LlwPHjgErVtj2foIgKg+SzwO5ceMG5s2bhwMHDuD69evaWIhKpcJFmr5s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\ngBAEQRA2QQaEIAiCsAkyIARBEIRN/D+ZOg+hAFztUQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x41f0590>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ErIB0+/btsWPHDvj7+5fsu379OoYMGYJz585ZVSBAfrPERAFPT6tfimEYG1FY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\n0h84AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x42ddf10>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Exercici 1"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<b>La finestra lliscant:</b>\n",
      "Les finestres lliscants s\u00f3n l'eina m\u00e9s comuna per treballar sobre fluxos de dades. Donat que els fluxos de dades s\u00f3n virutalment infinits el que usualment es fa \u00e9s considerar el conjunt de dades finit de mostres anteriors a la que ens arriba al temps actual. \n",
      "\n",
      "<b>Exemple:</b> Considerem la finestra lliscant de mida W=8. Observeu que en verd es troben identificades les posicions que \u00e9s consideren per fer els c\u00e0lculs en el temps t i blau les posicions que \u00e9s consideren en el temps t+1.\n",
      "<table border=\"1\">\n",
      "<tr>\n",
      "<td>0.22</td>\n",
      "<td>0.88</td>\n",
      "<td>0.21</td>\n",
      "<td>0.41</td>\n",
      "<td>0.33</td>\n",
      "<td>0.41</td>\n",
      "<td>0.12</td>\n",
      "<td>0.43</td>\n",
      "<td>0.38</td>\n",
      "<td>0.22</td>\n",
      "\n",
      "</tr>\n",
      "<tr>\n",
      "<td></td>\n",
      "<td  bgcolor=\"#00FF00\">t-W+1 </td>\n",
      "<td  bgcolor=\"#00FF00\"></td>\n",
      "<td  bgcolor=\"#00FF00\"></td>\n",
      "<td  bgcolor=\"#00FF00\"></td>\n",
      "<td  bgcolor=\"#00FF00\"></td>\n",
      "<td  bgcolor=\"#00FF00\">t-2</td>\n",
      "<td  bgcolor=\"#00FF00\">t-1</td>\n",
      "<td  bgcolor=\"#00FF00\">t</td>\n",
      "<td ></td>\n",
      "\n",
      "</tr>\n",
      "<tr>\n",
      "<td></td>\n",
      "<td></td>\n",
      "<td  bgcolor=\"#33FFFF\">t-W+2</td>\n",
      "<td  bgcolor=\"#33FFFF\"></td>\n",
      "<td  bgcolor=\"#33FFFF\"></td>\n",
      "<td  bgcolor=\"#33FFFF\"></td>\n",
      "<td  bgcolor=\"#33FFFF\"></td>\n",
      "<td  bgcolor=\"#33FFFF\">t-1</td>\n",
      "<td  bgcolor=\"#33FFFF\">t</td>\n",
      "<td  bgcolor=\"#33FFFF\">t+1</td>\n",
      "</tr>\n",
      "</table>\n",
      "\n",
      "Amb aquesta consideraci\u00f3 es pot entendre que realitzar c\u00e0lculs sobre fluxos de dades t\u00e9 la seva dificultat i pot ser impossible de trobar solucions exactes sense emmagatzemar tot el flux. Tot i aix\u00f2 hi ha c\u00e0lculs que s\u00ed es poden realitzar de forma exacta nom\u00e9s considerant les dades que ens arriben. Un d'aquests c\u00e0lculs \u00e9s el de la mitjana aritm\u00e8tica.\n",
      "$$ \\bar{x} = \\frac{1}{W} \\sum_{i=t-W+1}^{t}x_i$$\n",
      "\n",
      "Observeu que en l'exemple anterior la mitjana en el temps t t\u00e9 un valor 0.39625 i la mitjana en el temps t+1 t\u00e9 un valor 0.31375.\n",
      "\n",
      "Com podeu apreciar a la formula de la mitjana aritm\u00e8tica, necessiteu guardar tot el flux de dades de la finestra t per el c\u00e0lcul de la mitjana en el temps t+1. <b> Penseu e implementeu un m\u00e8tode que ens permeti treure la mitjana en el temps t+1 a partir de la mitjana en el temps t.</b>\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class SlidWin:\n",
      "    \"\"\"\n",
      "        Finestra lliscant que permet trobar la mitja d'una s\u00e8rie de dades de mida m\u00e0xima W_size.\n",
      "        Aquesta finestra lliscant recalcula la mitja amb les f\u00f2rmules d'increment i decrement que es troben m\u00e9s abaix d'aquest fitxer.\n",
      "    \"\"\"\n",
      "    def __init__(self, W_size):\n",
      "        \"\"\"\n",
      "            Constructor que inicialitza els par\u00e0metres per la finestra lliscant.\n",
      "            param W_size Mida m\u00e0xima de la finestra lliscant.\n",
      "        \"\"\"\n",
      "        self.data = [] # dades\n",
      "        self.W_size = W_size # tamany de la finestra\n",
      "        self.length = 0 # length actual de la finestra\n",
      "        self.m = 0.0 # mitja de la finestra\n",
      "        \n",
      "    def add(self, x_t):\n",
      "        \"\"\"\n",
      "            Afegeix una nova dada a la finestra i retorna la mitja d'aquesta i el valor de l'accio:.\n",
      "            return \tnew_mean,  1  : si la mitja ha disminu\u00eft\n",
      "\t\t\t\t\tnew_mean, -1  : si la mitja ha augmentat\n",
      "        \"\"\"\n",
      "        # afegim el valor a les dades\n",
      "        self.data.append(x_t)\n",
      "        accio = 0\n",
      "        # nuevo tama\u00f1o de datos\n",
      "        self.length += 1\n",
      "        # comprobem si el valor de la finestra supera o no el de les dades\n",
      "        if self.length <= self.W_size:\n",
      "            # si el tama\u00f1o de la ventana no es superior\n",
      "            self.m =  sum(self.data) / float(self.length) \n",
      "        else:\n",
      "            # si es superior, comprobamos si sube o baja\n",
      "            # avans\n",
      "            # esquerra = self.data[:self.W_size]\n",
      "            # datos de ahora\n",
      "            dreta = self.data[1:]\n",
      "            # nueva media\n",
      "            new_mean = sum(dreta) / float(self.W_size)\n",
      "            if self.m > new_mean:\n",
      "                accio = 1\n",
      "            elif self.m < new_mean:\n",
      "                accio = -1\n",
      "            \n",
      "            # guardamos los valores\n",
      "            self.m = new_mean\n",
      "            self.data = dreta\n",
      "            self.lentgh = self.W_size\n",
      "        \n",
      "        return self.m, accio\n",
      "    \n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# PROVA AMB DADES SINTETIQUES\n",
      "\n",
      "# Sliding window amb un tamany de finestra ==10\n",
      "method1 = SlidWin(10)\n",
      "# Sliding window amb un tamany de finestra ==50\n",
      "method2 = SlidWin(50)\n",
      "\n",
      "v=[] # Genera un mostra de 400 + 600 valors amb un canvi brusc entre 400 i 401.\n",
      "for i in xrange(100):\n",
      "    v.append(0.6+0.1*(random.random()-0.5))\n",
      "for i in xrange(200):\n",
      "    v.append(0.4+0.1*(random.random()-0.5))\n",
      "   \n",
      "# Anem afegint de forma seq\u00fcencial les dades dins la nostra finestra lliscant. Guardem el resultat dins la llista output1 i output2\n",
      "output1=[]\n",
      "output2=[]\n",
      "for item in v:\n",
      "    mean,action=method1.add(item)\n",
      "    output1.append(mean)\n",
      "    mean,action=method2.add(item)\n",
      "    output2.append(mean)\n",
      "    \n",
      "  \n",
      "# Visualitzem el resultat\n",
      "pylab.plot(v)\n",
      "pylab.plot(output1,'r') # plot del resultat del M\u00e8tode 1\n",
      "pylab.plot(output2,'g') # plot del resultat del M\u00e8tode 2\n",
      "pylab.show()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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g568n/vL4gTL/+noxH44Uf/ksAllByRk9Jd7O3/vZwOCeh0dOC221uqe7tt77\nR+50PAkXXggPPkhh9qX8j0swdo53VVJa5w+eo3Zluwq9e1PdYMZicR/f2/lHRYnoJ/FEBeP6jGP1\nd6v9f8AKhSLiiCjxr6lppjDRRv8heUBg55+cLHrlSKGVEYl01XriLwXQn/P3J/41NW7xb2wUr/v1\ncz9GUpZV4u38jUb3yGXp/O128cCYtDTPMgZz/lL85VO2qqvFcwcqKqCu+1ncm/Qy/N//wd13u7aV\nc/vI7bXiLx+HCZ4Tu8nePnIfeuJv7ZQORUVcm3Mtr3/1uu/FUygUEUvEiH/PlP2Ym74mwWYgPrkb\nIESyuVlf/D/4AIYMCT320bp0Kf5ms+/DXLzRVhjR0aL3jtUqxD9Y7OPt/EGIr8EgKoMDB0QDsCQU\n5x8fL357i39lpTiHz5Iuh1mzfMpuNArB1op/XJxw/t6xj9PpFn95fO/Yx2AAa0IPKC7m2pxr2Vi4\nkcIq97gOhUIR2USE+JuadvHRsP7EmTaQXhvnfl8zlz0I4auvdz/UHDydf0tin5Y0+IJYZjC4ewil\npYUW+2gzf3kOcp2KCjHpnLaM/rp6SmTlIR8sU10t9tHYKP6W10UeQ5Zd/pbL6+tFBaIX+9hsorKI\njhb7kJWG9rOIioKa+B5w4gTx5nhuGHwD/972b98LqFAoIpKIEP9unT+jKhYsPZfSw5biel9P/LXv\ng6/z9yf+8oEwIERQK/5ymgR/Db5yG/k6MVH0uZfOPzpaiKF3meTDUrydvzyH9HSxrcT7Ie7+Mn9t\nLyerVbjypCRxztoKTFtxydcxMWKftbUiytH2ppKxj3bgl6zs5GuP2Od78Qe4ZfgtLPl6CU45z7RC\noYhogvbzbw9SuomnXh0bVMBY+1DX+6GIvxTPhgZ37KOX+d9/v3DMIMSsuVmsL7P4w4eFoHvjLaBm\nsxDgyZNFf/sDB3wFWiv+srze4m82i7hGS+fOHhOS+u3to23orq4W4p+cLHRYK/7eFZdW/G02z8c3\nyt91dZ7iL6+p3IdHg2+cW/xH9RpFnb2O3SW7Obvb2b4XUqFQRBQR4fxjkvdiboK9PRpIMfZ1vS+F\nWQqPnviDeyK1QLFPTIyvGMr9xMTA7t2Qk6NTNj/iP2YMXHGFeD+Y+BuNoYl/ejpopkPy6/z1xD8p\nyVf8Azl/s9lzZC+4Yx895y9jL7lPb/E3GAzMyJ7B27vf9r2ICoUi4ogI8W/qXMjY4lQAkuPcU0CY\nTEKQpGMeHcb2AAAgAElEQVQPJv7SYR8/Ln4nJuofz7uRNiZG5OayUVNvXe/YR7vc252H4vxNJl/x\nT00VMY7M/f1l/v7E/9ix0J2/XpQTKPaJjfX8LKKiwBrX3SX+ADNyZvDuN+/6XkSFQhFxRIT4Wzud\nZFizmPy+c/JI1/tS/CWBxF9O12Aywd69MGCAW6i88R6VGxMDZ/tJKvQyfyng8v1wYx9tTx8QgpqR\n4Xb/etM7xMd7Dm6T4p+WBvv3h+78paCDb+yjHfWrjX20n0VUFFgt3cRw4++f5zg2fSyF1YUUVRfp\nX0yFQhExRIT4F3ey0qv7LEZ9243EHue53g9V/LW9d8xmMZ9O//7+j6cX+wwerL+uv9hHuzyQ+Hfu\nHHrmD+K9I0fE3/6md9A6f6tV3In07i0qvUDOPydH3OF4O3+92Eded2/nL4mKAntUjKh5yssBMEYZ\nubTfpWrAl0LRAYgI8T+e0ERCt/PZsqSY2Pgk1/stdf5akR0wwP/xvGMfs9m/85framMQbewTzPn3\n6KGf+U+Y4J45VItW/P1N7CbF3253O/+MDDh40Nf5R0e7207efFNUilrnbza7G80DxT7dusHAge59\nGwzfG/4ePTyin8v6X8aqfav0L6ZCoYgYIkL8uzREEZcoAnetkGr780PoDb7QMuffpQuMGKG/bijO\nP1Dm36OHfj//xx8XDbzeBHP+o0bBrbeKYzQ0eDp/h8PX+euNXdA6f+31jYkRFUpNjW/sk5EhBtZJ\noqL0xX/KgCl8dOgjSmpLfA+sUCgihogQ/+z6ZN2RskZjy52/FOKWOP8NG8RoYT3Czfzr60X8lJrq\nFn850jYQGRnwzTdw++3uUcha+vSBG28U75eViWsSHe2OkLzF3J/4ywFf2vUNBvdzB7ydvzf+xL9r\nXFeuyb6GZ794NvCJKhSK00pE9PMfnzLSJXJacTyV2CcU5693TG+C9fbJzIRJkzy3MRrFFAlxcSLz\nl102ZfkD0bs3vPWW2B58z1ViNotxBnLgmmw8DtX5ywpAe31BiH5ZWQvEv1s30a9Ww6/O+xXjXx7P\n/effT4xRZ2OFQnHaiQjnP+n863Wdf0vEv7TUnYenpoooxx96xwq2rrbHjNb59+wJf/ub5zZyGgiL\nxbPBV7udP/r0Eds/+KD73PQwm0VHGzlQKyFBDPTSin1qqn6cpR21q3X+IF5r5/vR3k1pcYl/166i\nttCQ1TWLnNQcVu5bGfyEFQrFaSEixP+ci25wiWwg56/tI6/FbBZ93FNThRHds8d/N0/Qn4/HH8Ey\nf39I8e/USZxT374wf37w7QYOhO3b4YEHxKyl/u4WpPPXTgndu7ev+L/3nu+22gZfb/Hv0kV0NQ3Z\n+XftKmpeL24Zdguv7Hgl8MkqFIrTRkSIv9Ece8rO/9gx9+MIA7l+cAtksPxd7lu7Tb9+IuoJZTsZ\n+8iG61tuCb6dwSDaHywWMXWEdspn7/1rnT/4ir8//DX4gji3PXtCc/5OJ37Ff0b2DD4+9DGldb7L\nFArF6ScixB8IyfmHKv6hHMtoDHx34F0uKaqPPQaXXBJ8O+n8R4yAc88NrVzeaIVdb/8VFe7MH2Da\nNBg+PPh+teLvnfmfdZZocA7Z+Xfp4hP7ACTGJHJpv0tZ/s3y4AVSKBTtTkQ0+IJ+Dq/X2ycqynMG\nTXC74NTU0I4l+7eHWq5OnUJfX1smi0U8VOvCC1u2baj7B88K4ic/CW1bKf6Jib5TWmRmii6kUvxH\njNCf9sLVz9+P8we4JucaXtr+ErNHzA6tYAqFot2IGPGXYqYV/xkzRHdJSUKCeEiV3rZOZ8ucfyh5\nP4gK6PDh0O4SvMvkHam0JnriHypS/K+4AsaP91x21lnit6x0x44VP94Ey/wBLhtwGbevuJ2K+gqS\nLcktL6hCoWgzIjr2GTrUs7dKVJSYmtkbKYShir9e3/xAaKOVUGkv8Q+nbLKbp8kkGpW1SPEPVnaP\n2Ke83DW/j5YEcwIT+05UM30qFBFIxIl/S0TZe9u2cP7h0hGcvx4tFn/ZMFNVpbvercNv5eUdL7e8\nkAqFok2JOPEPpQeON2aziGWSQ0wWWur8w6Gjin9CgqhEQxZ/0O3rL5ncfzIHKg7wbem3LS+oQqFo\nMyJO/MMRZbNZCH+oFYcSf//iD8L9e/cC8sZH/P3k/sYoI9effT1v7X6r5QVVKBRtxhkj/qFGPuCe\nE78tifTMP5D4v/YajBsXeB+ufv4QUPwBrhx4JSv2rmh5QRUKRZsRMeIfyjw7gbZtifhnZ+uPfG1N\nItn5Z2bqP0tAMmhQ8K6tHs6/S5eA4j+uzzj2lu3lRM0Jv+soFIr2JWLEPzpa/LSH8zcY3A2bbUUk\ni/9998GsWad2fFc/fwjq/M3RZib2nch737ZxjatQKEImqPivWbOGrKwsBgwYwIIFC3yW5+fn07lz\nZ3Jzc8nNzeXhhx92LcvMzGTo0KHk5uYyevTooIUZMSI8wWyp+LcHkRz7tAY+zt9Pg6/kthG38eTm\nJ2l2+nYJVSgU7U/AkMXhcDB37lzWrVtHWloao0aNYurUqWRnZ3usN378eN7TyVEMBgP5+fmkeHcm\n90NBQQtKruG880RUEUm0h/hHR4c2TXRb4CH+SUlw9GjA9Sf2nYg52szKvSu5ctCVbV9AhUIRkIDO\nv6CggP79+5OZmYnJZGLmzJksX+47V4vT1fLnS6BlrcW4cWJem0iiU6fQu56GQ2IiTJ7c8pHHrYWH\n+Hfu7Lefv8RgMPDAuAeY//F85f4VigggoPgXFRWRIZ8SAqSnp1NUVOSxjsFgYOPGjQwbNozLLruM\n3bt3eyybMGECI0eO5Pnnn2/lokc2//gHzJzZdvu3WOD999tu/8Hwcf5BxB/g6uyrAVi2e1kblkyh\nUIRCwNjHEIKtHDFiBIWFhcTFxbF69WqmTZvG3r17Afjss8/o2bMnJSUlTJw4kaysLMbp9CGcN2+e\n6++8vDzy8vJadhYRSFt3JT3d+Dj/ysrg2xiiePSSR7lr1V1My5qGKbqNB1soFGcQ+fn55Ofnt9r+\nAop/WloahYWFrteFhYWkez11PFHzTMMpU6Zw5513Ul5eTkpKCj179gQgNTWV6dOnU1BQEFT8FR2D\nlsY+kon9JtK7c29e2v4Sd5xzR9sVUKE4w/A2xvNDeTpUAALGPiNHjmTfvn0cOnQIm83G0qVLmTp1\nqsc6xcXFrly/oKAAp9NJSkoKdXV1WK1WAGpra/nggw8Y4u8p6YoOh8cgrxaIP8AjFz/CoxseVdm/\nQnEaCej8jUYjCxcuZNKkSTgcDmbPnk12djaLFi0CYM6cObz99ts8++yzGI1G4uLiePPNNwE4ceIE\nV18tMt6mpiZmzZrFpZde2sano2gvPPr5h5j5S8akjSHBnMCGIxu4sE8bPOxAoVAExeBsj+44gQpg\nMLRLjyBF6/LBB+KpZh98gKgFTCaw2UT/0xD462d/ZV/ZPp6f+sPqCKBQtBanqp0RM8JX0bHwyPyj\nosR0oNXVIW9/45AbWbZnGXaHvW0KqFAoAqLEXxEWHuIPLc790zul0z+lP58e+bT1C6dQKIKixF8R\nFj7i38LcH8Rsn2q+H4Xi9KDEXxEWus4/hL7+WqYOmsqKvStUm49CcRpQ4q8Ii1ONfQCGdh+K3WFn\nT+me1i2cQqEIihJ/RVh49POHsMTfYDCIB718qx70olC0N0r8FWHh0c8fwsr8Aa4cpJ7ypVCcDpT4\nK8KiNTJ/gLzMPHae3MnJ2pOtVziFQhEUJf6KsGiNzB8g1hjLVYOuYvHOxa1XOIVCERQl/oqwaC3x\nB5idO5sXtr6gev0oFO2IEn9FWPiIf3IyVFSEta8L+1yIzWFjy7EtrVM4hUIRFCX+irDwEf8QnuPr\nD4PBwPVnX68e8qJQtCNK/BVh4SP+XbtCaWnY+5uWNY13v3lXRT8KRTuhxF8RFrriH6bzBxjRcwT1\nTfVqwJdC0U4o8VeEhc8gry5dhPMP07kbDAauy7mOl7a91DoFVCgUAVHirwgLn0FeFouY07+mJux9\n3jP2Hl7c9iLl9eWnXkCFQhEQJf6KsPCJfeCUc//enXtzVdZVLPpi0akVTqFQBEWJvyIs2kL8Aeac\nM4dXdryiGn4VijZGib8iLPyK/yk0+oJ4vm9TcxNfHv/ylPajUCgCo8RfERa64i8bfU8Bg8HATUNv\n4uXtL5/SfhQKRWCU+CvCoq1iH4DbR9zO4p2LKas7tbsIhULhHyX+irBoS/FP65TG1dlX81TBU6e8\nL4VCoY8Sf0VY+PTzh1YTf4D7zruP5754DpvD1ir7UygUnijxV4SFTz9/aJUGX0lW1yxyUnN4Z887\nrbI/hULhiRJ/RVj4bfAtKWm1Y/xs5M947ovnWm1/CoXCjRJ/RVjoin9KSlhP8/LHVVlX8W3Zt+wu\n2d1q+1QoFAIl/oqw0BX/pKRWFX9ztJnZubOV+1co2gAl/oqwaA/xB7jjnDt4/avXaWhqaNX9KhQ/\ndIKK/5o1a8jKymLAgAEsWLDAZ3l+fj6dO3cmNzeX3NxcHnnkkZC3VXRcdMW/UycxsZvPgvDp3bk3\nw3sMZ9W+Va22T4VCAcZACx0OB3PnzmXdunWkpaUxatQopk6dSnZ2tsd648eP57333gtrW0XHRFf8\no6IgIUE8yzc5udWOdeOQG1m8czFXZ1/davtUKH7oBHT+BQUF9O/fn8zMTEwmEzNnzmT58uU+6+lN\nwhXqtoqOia74Q5tEPzOyZ/DhgQ+pbqxu1f0qFD9kAop/UVERGRkZrtfp6ekUFRV5rGMwGNi4cSPD\nhg3jsssuY/fu3SFvq+i4GAx+ntuSnNzq4p9sSSYvM49397zbqvtVKH7IBIx9DAZD0B2MGDGCwsJC\n4uLiWL16NdOmTWPv3r0tKsS8efNcf+fl5ZGXl9ei7RXtT3s6f4AbBt/Ay9tf5pbht7T6vhWKjkB+\nfj75+fmttr+A4p+WlkZhYaHrdWFhIenp6R7rJCYmuv6eMmUKd955J+Xl5aSnpwfdVqIVf0XHoL3F\n/8qBV/LT939KcU0x3RO6t/r+FYpIx9sYz58//5T2FzD2GTlyJPv27ePQoUPYbDaWLl3K1KlTPdYp\nLi52Zf4FBQU4nU5SUlJC2lbRcWlv8Y83x3NNzjU8v/X5Vt+3QvFDJKDzNxqNLFy4kEmTJuFwOJg9\nezbZ2dksWiQeszdnzhzefvttnn32WYxGI3Fxcbz55psBt1WcGbS3+APcM+YeJr0+iV+f92tijDFt\ncgyF4oeCwXman5dnMBjUI/s6IE6nuwLwaBqaP1+8eYq3pP645NVLmJ07mxuH3Ngm+1coOgqnqp1q\nhK8iLAwGPz1+kpKgoqLNjntb7m28suOVNtu/QvFDQYm/Imzaa4oHLdOyprGlaAtF1arbsEJxKijx\nV4SNrvNvg37+WiwmC1dnX83SXUvb7BgKxQ8BJf6KsDkdzh/g8gGXs3b/2jY9hkJxpqPEXxE2p0v8\nLzrrIjYWbqTeXt+mx1EozmSU+CvCRlf8k5OhvLxNj5sUm8TQ7kPZcGRDmx5HoTiTUeKvCBtd8U9N\nhZMn/Uz803pM6jeJ/37z3zY9hkJxJqPEXxE2uuIfGwvx8W3a3RPgthG3seTrJZysPdmmx1EozlSU\n+CvCxu8o3+7d4cSJNj12r8Re3DD4Bp74/Ik2PY5CcaaixF8RNgHFv7i4zY//8zE/5+XtL+NodrT5\nsRSKMw0l/oqw8Tunf48e7SL+WV2z6JHQg08Of9Lmx1IozjSU+CvC5nTGPpIbBt/A4p2L2+VYCsWZ\nhBJ/Rdic7tgH4Nqzr+W9ve/R7Gy9h8YrFD8ElPgrwiYSnH9mUiYplhS2Hd/WLsdTKM4UlPgrwsav\n+LdT5i+Z3G8yq79b3W7HUyjOBJT4K8ImEmIfgCkDpijxVyhaiBJ/RdhEQuwDML7PeL4t/ZYjVUfa\n7ZgKRUdHib8ibAKKfztM8SCJMcZw3dnX8dqO19rleArFmYASf0XYGAx+xD8mRvxYre1WlluG3cLL\nO15WjwRVKEJEib8ibKKiApj75OQ2n99Hy+i00dgcNr4p/abdjqlQdGSU+CvCxm/sA+0u/gaDgYl9\nJ7LuwLp2O6ZC0ZFR4q8Im0gSf4AJfSew7qASf4UiFJT4K8ImqPi38UNdvLn4rIv5+NDH2B32dj2u\nQtERUeKvCJuA4p+S0u7Ov1t8N4Z0H8I7e95p1+MqFB0RJf6KsIm02AfggQse4OFPHlZz/SgUQVDi\nrwibSBT/yf0nE2uMZcW3K9r92ApFR0KJvyJs/Pbzh9Mm/gaDgV+e+0ueLHiy3Y+tUHQklPgrwiaS\n+vlruSbnGvaU7GFn8c7TcnyFoiMQVPzXrFlDVlYWAwYMYMGCBX7X27JlC0ajkWXLlrney8zMZOjQ\noeTm5jJ69OjWKbEiYojE2AfAHG3m3rH3Mu/jeafl+ApFRyCg+DscDubOncuaNWvYvXs3S5YsYc+e\nPbrr3X///UyePNnjfYPBQH5+Ptu2baOgoKB1S6447USq+APMHT2XgqICPj/6+Wkrg0IRyQQU/4KC\nAvr3709mZiYmk4mZM2eyfPlyn/WeeuoprrnmGlJTU32WqblWzlwiWfwtJgv3n38//9z8z9NWBoUi\nkgko/kVFRWRkZLhep6enU1RU5LPO8uXL+dnPfgYIty8xGAxMmDCBkSNH8vzzz7dmuRURQKQN8vLm\nxiE3snrfaiobKk9rORSK1qCpqXX3Zwy0UCvk/vjFL37BX/7yFwwGA06n08Ppf/bZZ/Ts2ZOSkhIm\nTpxIVlYW48aN89nHvHnzXH/n5eWRl5cX+hkoThtBxb+qCpqbabRHYTKJ9duTFEsKE/pO4D+7/sMd\n59zR5sd74w3IyoJzzmnzQ3UYKiqgvh569TrdJen45OTkc/nl+XTu3Dr7Cyj+aWlpFBYWul4XFhaS\nnp7usc6XX37JzJkzASgtLWX16tWYTCamTp1Kz549AUhNTWX69OkUFBQEFX9FxyGg+JtMYLGA1cqc\nezozfTpcdVW7Fg8Q7v+5L55rF/F/553TI/4rV4peV1dc0b7HDYVXXoEDB+DJVux5u38//P3v8Mwz\n+suXLxfHvPfe1jtma1NbC/ffL8rYr19o29hsecyencfgweL1/PnzT6kMAb3YyJEj2bdvH4cOHcJm\ns7F06VKmTp3qsc6BAwc4ePAgBw8e5JprruHZZ59l6tSp1NXVYf1+Pvfa2lo++OADhgwZckqFVUQW\nAcUfXLl/ZaW4CTgdTOw7kU1HN1HdWN3mxyorg61b2/wwPqxeDZ9+2rJtqqrgssvapjxa6uvFT2tS\nVAQbN/pfvn07fBPCzN5Hj8KmTa1XrpZw7Bj8+98walTo29hsYG/FaasCir/RaGThwoVMmjSJnJwc\nrr/+erKzs1m0aBGLFi0KuOMTJ04wbtw4hg8fzpgxY7jiiiu49NJLW6/kitNOwEFe4BL/1vzSbtwI\npaWhr58Yk8h5Gefx4f4PW6cAASgvh23b2vwwPhw9CnV1LdumvBzWrIHGxrYpk6ShofXF324P/Jyg\nkpLQ8vH334ennmq9crUEmw0yM6GyMsj/kNc2rZn7B4x9AKZMmcKUKVM83pszZ47uui+99JLr7759\n+7J9+/ZTLJ4ikgk4yAvaRPz/8heYNQuuvz70ba4ceCXv7X2PGTkzWqcQfigrEz/Hj8P3iWe7cPQo\ndOnSsm0aG8VnV1gI/fu3TbnkcRoaWnefTU2Bxf/kSZE4BqOqqvUrJn+sXy++Ezk54rXNJh52ZzSK\n8zGbg++jXZ2/QhGIUGOf1vzS2u0iL20JM7Jn8N6371Fjqwm6rtMJBw+GV7bychgzpv2jn3Ccv80m\nfh861OrF8SCQ+E+fDps3t3yfwcS/pCS071tVVcuvW7gsWQIffeR+bbMJwZfiHwqt7fyV+CvCpqOI\nf8/EnozrPY63dr0VdN2DB4WAtxQpIueeC199Ffp2334Ls2e3/HgSmw2Ki1suYjLuOZ3iX1oq7pRa\nit0u9ulPCE+eDE0kKyvbz/nX13v+D2jFP5T/DadTXEvl/BURQaji35pf2nDEH2B27mye3xp8rElt\nrXCOJSUt2395uYheundv2bZHj8KOHS07lpZjx8TvujpxbfbvD227SBD/cE2BFPYaPzdyoWb+bRH7\nOJ2iQvfGu7IK5vxtNjhxwv1arqPEXxERREcH+SdrA+ff1BSe+F8+8HKO1xwPOt2DFCqdWUwCUlYm\nnl/T0oHNDQ2n1uh69KgQkLo6yM+HO0Ls0dpesU9DQ2Dxl+VoCfI7pxf9OBziszhdsc/XX8PVV/u+\nX1/v+b/S2BhY/FevBm3TqrxOKvZRRAQWSxDnlJIC5eUe4m+ziQbRcAnV+a9YAXv3ul8bo4zcO/Ze\nHtv4WMDtpFDt3t2ycknnn5ws4oRQaQ3x79tXiFhVVeiNq42N4vM7fNjz/TffFP3kW4tAzt9ub33n\nX14u7kZPl/O3Wt2fZ2mpiBALC/3HPiaTKOvNN3veMVitniZCir9y/oqIIC4uiHPScf7//a/4oodL\nqOL/yivw3nue7/0k9ydsOLKBHSf85ywd0fkPHCiuiVZ4gtHYCAMG+Dr/L74Q/eRbi8ZG/wIbrvOX\n3yU95y8jt1BEsrKy9Z1/XZ37nG64AbZsEdFcsNhnzx7Piri+HqqrPdcHJf6KCCGo89cR/wMHYOcp\nTLMfqvjX1Hg6f4AEcwK/H/d7frf+d363a2gQXfBOxfm3RPwbG0MT7GPH4O67fd8/elSIeF2dEMNQ\nxdRmEyNLy8p8RUZvHyNHeq4XKm2Z+fsTf4Ph9Dn/2lr39du4EUaMEJ+Nd+zjLf7eYxf8ib+KfRQR\nQVxcaOKvbfA9fFj0xmjJQC0toWb+euIPMGfkHHaV7OLLY1/qbtfQAEOGtK/zDyWqOXBADEryprIS\n0tNbLv6NjeLzu+giWLXK8309Qf76a/3rGcpx2jPzP3kSunULXfzb0vnbbOL7IMU/UG+fUMVfOX9F\nRGCxtDz2OXxYOLNdu8I75qk4fxAPevnZyJ/x9JandberrxcxyrFjovEwVMJ1/qHGPjU1+vu12SAp\nyS3+/vZVUOCZKcsGx6uvFnMSad/3FhinUxznu++Cl9ObYA2+rZ35l5SISeSC7dfhENs3N7euoErx\nl+0OnTuL9/RiH+0gL++xCw0NQvzlIEol/oqIIpzY59Ah0QjW1uJvtYqGZT13ODt3Nu9+8y7l9b5T\nTjc0QHw8JCToi0tZmRBSvfdTUsR23i4vEFL8vUdK33abp9O3Wl2TpHpgs0GnTuJ3ZaV/J/3vf3s2\n5ErxmToV1q51f46Njb77aGoS5QtH/KXz1xsJ3haZ/8mTYiRtMOdvtYrPOejdawuRsY909vHx4j1/\nsY9s8NVz/nI8g1wfVOyjiBCCNvgmJeGsqqLJ3ozdLgTg8GGYMuXUxN9f/24tNTXi9n/fPt9lqfGp\nXNjnQj7Y/4HPsoYGiI0VgqqXcb/+Ojz8sO/70vlHRQm3F+pEdlIYvf+pd+wQvUQkVqtYz7tMjY1C\nxOPixGAvf2JaXe25rdwuNRW6dhVtB/J974pL7lPvWgajsdF/75vWyPy9B4mVl4uxFsFEsqpKfE5B\nDUwLkeMt5J2V/B8JFPv4E39wf2bK+SsiiqD/ON9P65yIFbtd/KOazWIUbLji35LM/5xz/OfUE86a\noDvZWzDx37hRv8KrrMQ1z3pLoh/p7LzjmoMHPSsQWeF571eKiBR/f7GP1eor/nI+GbPZLSqBxD9c\n5w/60Y/dfmqZ/8mT0KePZzxXVSUqs2AiWVUl4jJ/zn/u3MAzh/pDfjdra92Vsr/YRyv+3rGPP/FX\nzl8REYRyy+xMSiaZCux24fozM4UzC/chX6HEPg6HKNfQof5HvE7sN5EPD3zo85hRPfHXRi0bN7qP\nr+3PX1cnrgecuvhLR6vdvxQG7/2G6vytVk9xkbEPCBGS2+nFPo2N4o7mVMTf+3vicISft9vtIl7b\nscOzdw0IUe/SJbhIyspar92qshJeeMHzzitU5L6sVnelXF3tFniJdpCXvwZfUM5fEaEEbfAFmpNS\nXOJ/6JBwalqxaSmhiH9dnchau3XzP3fMoC6DaHY2s6/cM8vQir/8Z5wxQ/SIKSx0T6JWUiIqMine\n9fXhib+eM5YTy2mdv1b8x41zb6fn/PXydX+xD3h+HnpRjM0mcvSampZ395TX09v5a4/nj1df1W90\nb2oS11hOoOct/l27hh776BmYd98Nfx4d+d2sqXF/LvI7GCj20WvwBSX+igglFOfv6JRMCuXY7aIB\nNi1NfOnDHdgkxT/QVNI1NcIZpqT4F/8tWwxcNuBy/vvNfz3e93b+tbViqH1xsXD9Z58t3pMPqPn4\nY7Fdfb17GuFTdf6BxP/QIdiwwR0DacVfCo8Uvpde8szHvbsOamOfQM7fZhPXpE8fOHIk8PmsXu15\np9TYKOIVf+IfSMzuvNN3BLI8v6Qk992j9tpJ5x9q7KNnYN56SywLR2jlvmpq3HdkspwtbfCNjnZ/\nB1Tso4goQnH+jkR37CPdcbjO3+kU/yRRUYErDyn+Xbrox0tffCHaHcbG38jrX73usUyKf2KiEMsP\nPxTHqqkRwjt8uDhnKb4rV4rfWvHvllBHw5GTIZ2TP/HPzPTN/I1G9wA5be8cKTISeW3vu0/k4uAb\n+3g7/0CZv4woLJbA172pCaZN86wgGhuFw26p829uFpWZdnIz7XFSUnz3BYFjnyeecFeAgRp8Cwth\n0KBTc/7a2EcakGCDvLSVc329aIzXc/6tNRupEn9F2ITSU8KuEX8pOOGKf3OzGCOQmBg4+gnm/OfM\nERXI4MRxVDZUsrPYPeTY2/mvWCFEoqZG/PToIY5dUyNEZsUKUSlpxf/Hm39K3qKZIZ2TP/EfPtw3\n809P9xV/rfMHz4pRXnMIHPuYTJ7OXy/2MZv1PzdZIYNoX7HZ3IaguVnENomJLXf+snLVmwfKbhd3\nV/haDjYAACAASURBVNpzkQSKfZ54wt0GpI19vA1Mfb34/E/V+Ycq/na7foNv9+764n/vveL5AKeK\nEn9F2ATt6gnY44X4NzWduvjb7UKoZN9pfwRy/jabENARI8DRFMUNg2/gjZ1vuJY3NAgRl+K/ZQtc\nconYp9Uq/iHr6sBa7eSq7L0UF4uy1NV9L/4bNzKgcD2px3YEz0gILP7esU9GhhhpC/6df3Kyp6tu\nbBTCojdiNNTYR/u5eTv/ggK48krxt+zBJb8T2juGljp/KYR64i9jHxDnLffhdAaOfaxW9/dGNtBb\nLOKObto093p1daJiONXMPyZGfFfld9Bf5i+vqbf4d+um39tHW3GfCkr8FWETivO3xbudv3TVgcT/\n/ff9zyrZUvHXOv/SUvjd70SM0K2b+Oex2WDW0Fks3rmYZqcIquvrPRt8jx93T5xWUyPENSoKLPmr\neX5DFhPMn1BT830uXrQfrruOTTcu5IvMa+GNN/wX8nv0xL+kRMQO3rFPRoY7xtEO/pEOMzZWXBtt\nY3BDg9g2Ojpw7BOu8z9+3D1Vh7f4y89br8FXHsOfwAYT/5QUUZ6+fT17FBmN4lp4O385RkJbMclK\nc8cOcQcn93Mq4q/X28ef85cjfLXbSBoa/Dt/Jf6K004oDb6NccmkeMU+Unj12LjRdzZOiVb8a2pg\n3TrRKOiNVvwrKkT8cOCA6L537JgY/i9z7qHdh9I5tjMbjmwAPGOf0lIRvWRmup1/QgLEWZwMevsR\nNvT/Mc/U/Iiy4zZiY5wYbr4Jfv1rSi6YzidpN3jOm+CHhgbfWMRmExWUt/Pv3dv9Wuv8pcgkJjjp\nGi1GVDsc7qc/VVcLIZHTGcjtQs38pfjrfW7a+XH0nH9MjLie3t+TcJz/1q2isdtuF5PS/f3vwoDI\nfcgox2TSb7fQjhGRZbNYRBfW5mb3mJBTiX1qa93fT/m5yHPx1+Arv3M1Ne6ODPX1ImKU4i8rJuX8\nFRFBKA2+DZZkuho9xT86WizT68bX0ODbn7y4WPxuavJ0/seP60+1YLUKQTUaxbrS8ZWWin336uWZ\nc88aMos3vnrDdXwp/vv2iUY3mfnL/V5pXI2xupy3Jv6LUnMvHB+sZ5rxfVGon/+c+HjYYRkL33wT\ndKhvQ4PYv9b522yi4qqtdV8jrfhHRXlm/tLB3hi1hFWFg2mqrPFw8laru3FTip+/2EdvyoVAcV1V\nlXufu3aJilJP/Fua+UvB1Db4vv++qE+bmsTnOneuZxQl++7rPSBFiqi3+MfFuUcu79nj7naZkBC+\n809K8hR/ENfeX+wj7zZNJvfnKjN/bW+fuDjl/BURQijOvz42ma5R7thHL2rQ0tDgOTCrulrELiC+\n+FLQ5eAevYetS+cP7txf/tN//rnos651uzcMvoFle5Zhc9g8xH/vXrGunOenpgY6Gev4v+q7eHXk\nU8R3iubj1GvovHIx8xruhz//GaKiiIuDqoYYMYnRp58GvD6NjeJY3uIfGyuOK0VLxj4gulzqNfhO\nb1hCs8FI8tMPezh5q1UcQztwrbViH+n8HQ4honIKY+0xYmNFRf3CC5771P72xmoVlbTW+cvPvKlJ\nfA/A825Edt+UjxfVdjmVlYl3JGWxCHMRHy/EXzbc6909hEJtrYgGrVbPtpjERP1BXvHOGurrxfES\nE93lrK+HjPhyLtr+OIwaha2h2VUhKfFXnHbkP563g29uhmuvFbewdbEpJBvczj82VqwTSPyLitzi\nVlTknt3QO/NvbBTC7j3wSCv+MveX//SbNvk6/z5JfchJzWH1vtUeXT1LSoT4y9t4qxUGLPkTOxPO\nI980kYQE2Jx2NX0+fZ0jMQPgiisAsX5dHZCXBx99FPAa6jl/u11cn6Qkt/OTDb4g5u+XcwJJYU4x\nVHBO7Sfcl/U+Xd59AVuj07X/6mpxPtqBa3q9feT+whH/2lqxvEsXX3cdGwuffAL//KfnPuW56mG1\nikrfW/xlfCPFX+v8ZexjMLj7z0v8OX/ZQ2v8eLf4x8Xpi399vehpEwh/zj81vo5mu+Yfpb6ecx69\nhqcWp5D67QYf8R9T+z+uuTeDwcc/hOPH6XxsD/HxKvZRRAgGg/4tfU0NvP22+Eeoi0kmyVnh41gC\niT+IjB7c//xyCLzJJIRdO6zf2/0Hcv47dnhm/pJZQ2bxxs43PJw/iNxVHq9n2dd0XfFvnu73D4qL\nv38/NZOPx/+RBRlPiwuCpkH6kktg8WKX5b31Vt8pA/zFPiaTe4I4uaxXLyEQvXq5JwozmcCw8n1u\neu1StqVOorDzYJzRRpoOFwFu5y/FX9uAKGOfnJP52Oub/LrxYLFPXZ3Yb0KCZw8wbYPv3r2+7Rra\nCtgbq1U05paVuUVcfubyvMHX+XfuDOzaxSWG/3mIvxRVvdgHYMIEIf6yF5Ce+BcXe969eNPc7P48\nvcX/bxW38ePCP7nWHV28gpiqk/x7whKuf2sGS8smMMy0G6tVnO8FzZ9QMusXzMlYBRMnkrb/ExX7\nKCILvehHO5Cm1pxMkqO8ReJvMLhzfyn+Mo7QOv9QxN/b+Tsc7thHe/xrz76WtfvXUueo9hB/bexz\nedmr1P/op9iSu3PypHg/Ph7eHjKf6k7pHtekthYxkuyll+Chh2DrVtav9x2x6k/8zWbxfmWlW7xT\nU0U3VdnLqrERpkSthZ/8hO2XP8ii818lJtZAdd/hRH213XXdpPOXA9fk+zEx4oLMee9yuu/bQGMj\n9OQYnRo8B6hpnb93V095Z1Ja6r4eMgaSMZ/FAt/tcxJTW+6xz/h4/+Ive1alpLh7OOk5/5gYX+fP\nCy/wgONPus5fL/YBuPhiUUHJLrvmaAd2m+cw8vp6US5/o2xldi8bb2XlEk0TF9Ss5oryV3A6mnE4\nYPzJtyi74hZ2Zc3gX5PfZbdlBPeWPEDjwWM0nKhkWPROzCOHinMfP57ehz4mPh6GFK4irrZEib/i\n9KPX6Osh/qYk4h1VNNmafTJ/vdGiDQ3C8cncX4q/NuuVdxty+2DOX4p/t27iPVfs0+j+506xpJCX\nmUdlr3dc/fzBU/yHNmzGmHeBax4dKXalpZ4jbF2xD8DkyXDPPfD44z6PTJTn6z39gazkZOxTUyOE\nG0TeL3vPNG/YyIu2m+Ddd+n1s6uYel0sZjNUZQ4naqdb/K1WuP6b+cwseco39tm7F3NTHb325tPY\nCC9zK/dU/cmjjMFiH8BVGUrn/+Mfi2kSZOzza9sjrCoe4erOYreL6xQo9klMFI2egcRfL/Zh0yZG\nOzZhr6z12J/ch/b85ec2YIBw7hUVcE/Vn7jjdymM3PWKR5nkZ+pvfiM5p5TZ7Hb+sbEwhs2UWPpQ\nG5VI8egr2ZtxMaOrPqBmwjSMRtiTfB7PdJtPdu0XjJzZD8eDDzHU+RUJ5w2htBSaL7iQ/ofX85dD\n13P3Fz/i+SOXYmms1C9EC1Dirzgl4uJg2TIR80ikIFRXQ0OTkUZjPLG26pAz/8GD3c7/2DHxW+v8\npduz2YQ7DOb8ZeyTkyPe69ULfr7uKmbfFeOenwER/dT1fcOV+YOIfeLjobaqidzmL4kZN9rVlz4h\nQfyUlrodpLwmHuMQbr8d5+rVzK3/K0373dZfZux6Db7S+VdVubuYSiwWoKKChJ9cyz1Jr8D55zN0\nKFx3nbg2ZRnDMe/aTjqFLvE/+9BiBlX/gePHD3ocgy+/pDYuld77P8Kxczd55DPS5jmXcaAuuvKz\nlpWhFP+iIjEgLSYG+p78nJ/xLAZns8jdvj9+QkLg2CcxUVx7eWcZSoNvSlwD7NzJN8bBRG3c4Npf\ndbVoCNbL/OXUzp06Qf3nO7im9Fk2X/84eTuf9BgmLcvhrwNXba17+hIp/lFRcKVxDV+lT+GFTr+i\nytKD/KTpLEuaTXS3Lq7ePg6zhTdmrmBWzNs0v/U2PZ1FmM8eSGIilHU6i0+z57C/yxh+PP4An5ou\nIXFnGPNNe6HEX3FKWCxiqHl+vvs9rfO32aDOnEyCvcIj9kk01mOrtcPLL4PDwcaN7scQDhggxAM8\nnb+e+A8apC/+Ury1zj87W4hG1/K99CnZwsYpj8C771JfL5ZfOfBKmrp/QUXTcZfYSeff2/o1RYYM\nolKSXG4xPl78lJR4ir+H8wdITubEO5sYwVYm/Xa4GFGEOAeTSVSIeg2+WvGX57P1+FZ2m//FuSt/\nRu2EaXzW6TLK6sooKCpgyc4l7O01n4NpmSR8spJ9xt4UH3mTfSVvMGHmd8ye5uQPx4aRfyifBruN\n9cff5o+7FvLjGzPZEbeZhHm/4Nm4++jf/K3HE3OCOX+DwdP5y4nv9u8X13B0wVMs4H7ecl6Dc+l/\n4PnnsTc4QnL+2jYl6fy1mb+38x9g3QpZWXxomYrl6b/BwoWu/XXr5hv7xMWJyQaxWsmvHkHu32ex\n7Kxfc3D8rVgaq8QX7JJLwG53iX+lH9Otdf6ytw/19dzU/Aq7Bl7Nf+JuZd0NL/Ja0s95JPkfrkFe\nsrfPPS/ncvHfLqO22cJB8yAwGuneHYpPGliW+wgfDvklVc5O/D7mMZxTLtMvRAsIKv5r1qwhKyuL\nAQMGsGDBAr/rbdmyBaPRyLJly1q8raLjEhcHX33l+Q8hxb+6WohFvcVL/D/+mA17utDvR+eL5xWu\nWsXT9+xlw4f1NDTAWWe5Hb9e5i/Fv7FR9Cv3HgVaU+O+nU9KEmWrrYWsLDF6OGrZW3w9cAZ7sq+G\nVat48p9OFiyAWKMFvrmKd/e9CYi7BjkL6XlRm9kWOxYQ/+Dgjn28xd9s9pzzBqC40wBu4E0+mzjf\nNYpN3glpc2ttr6Zu3UQ/95oaiO/UyJ3v/4xpb06j/PiD3HzRe/zvxzNp7vElI/41gttX3M6L216k\nIeYIP22YwWNzLqH7vTG81vxLNkQ/xG0Hh/PHo6/w2IZB3PTOTRy7rg+v730aw7HjmBKH8MAEMxec\nt415V53kVxekUvSp+44omPinpvrGPhUVonG7S1QFffes5HVu4n3DVAx/eRTuuouuWz+gt+k4zY36\n6u9P/L2df3dboYfzP+v4RjjvPFYm3oA9o58Y1t3QQHW1qMi9nf+gQTBzJrB2LQ5jDNsHXs/6AT/F\nFBPFqyOegEceEbeX8+e7Ko6WOH+eeIKvYkZT1neUq6eOfNymtp+/rMzSezv5r+EqvosbKs7v+9ir\n0ebEmvIptuaGVmvwNQZa6HA4mDt3LuvWrSMtLY1Ro0YxdepUsrOzfda7//77mTx5cou3VXRs5EyP\n2n8Ib+ffaEkmsbyCMpn5L17M8u63M/qSPpz1yznw0EP8a8c+qh8ZR1PDcnJiCznr0CHg/9s77/go\nqvWNfzdb0kMKIQlJIBACBBKSSLUQpV9E6QKKiIrlonhFseH1d8VyBWxXBO4VEewKVrAAgiCCSJMi\nVaRDKumk1/n9cTg7s5vNZgNRAs7z+eRDmMzOnLNn5plnnvO+7+lLeroaFWLv+csCX/YTzlLVgUr+\nJpMgp+uvB578lANxczjj1w58ffE5vItU7yuEEj84no/2TufhKx9i61Y1vHKIcSUb/IYzDvXBorV9\nPDwVfknbwe85v2MxWjB1LeO1nwsYHjeQwopC9qb4Qr/FfNSmJdd98R1uikJZmQEPD1AsZ9l/dh1f\nHlS4vu1wTCYDmcUZeLc6y/bVbfBsfYiD8WPwW57C3pHvUf3iPxk35j/cvnU4xdd58E7fFxnfZTwA\nd98NptZfMNt4H/GLHuVtww5yK3zguuvYFtGLO789xk3fnSAs/ghf/xRP4LRA3pz+IoHpb9EmeRmv\nvJnGbv9f6LL1Du40/sIzfZ6hvNzLGu1jv4RmQYF4U8vMVG2akhLxnSsKXJP+KWlxgzCl+LA1PJ3p\n40cz2Nia+Dn/5t1TB9lviIfcL2zLdGJL/lrbx9dXWCkmE7B1K08v6sWH9/wIJJOeDq1KNsOwUZxe\n2Z7MZxfge3Q3bN5MYWEfQkNr5yC0bQtPPQVMWM734bdxMGYyxnMVVLe2uBFuQcSc3nknpXHPA64p\n/6IicDdVw2uvMS9kPd19VQepoEBMiMsM35LSGvIiP+K1Ldm8emAuqRO9iM4dwuoVUzgT14wpv2wi\nLTyPCksGJo9oyg7Pw2JJcnZbugSn5L9t2zbatWtHVFQUAOPGjWP58uW1CHzu3LmMHj2a7du3N/iz\nOi5tSMWrvSHkg0CSf5l3IIFKNgdLwcNUBV98wZfR2wkZGUWbK8vhX//ihcBXuK/yCyZmzCbpiwPM\nyf6BmpLjpKd70KqVY+VfVSWUkX2dH+3cgpw09fI6R9rnVmRJH3YN1ZXAiBHEr3mPnYlXiKJumX1J\nK0zjUPYhOkR2EAfJyODqqh+ZGfI+ZVVlVHilg6+Fl/e9xBcFn1LR9WGWh77Hxi/KuCLsCsqqyqC9\nic2nLczZMZNAz0BO5KSB+1i+8fmeziPTGbTkdty8oinuf5wXSpfR3NiT39YeZ3/GYYytryXxjWEY\na7xIj0nj21R/7j8Rzaxvj2FYfg9b+j9Fy4LxfH3LMB6834Pxs9Tb2GKBTsaR3NRzBKOezCfKGIaf\nexjbBizEVNiMUrMfzU+kUZ2ShOf+LdC6NTUBQVSehKuDRrAkDcp2JLNvbx+mheyizZ42uLvFYlDK\nianpQ4eK6YDwoGTiXosWgvzbtxffcVER5JfnQqsDHPVbzI/xzSlwi0PJa8XZqG5MOvk5MVeeZMcI\nP/zO7uX5+fcx9v+W2IyhM+VvNILJqMAjj3Kw/TD6LX8A5u/g1EkjQbk/w5UvW6tl0q8frFvH2bOC\n/H/7TRxLKxCorIQVK9jXdSZZ52o/aUM98yPj8Tt8hIr8EsCrTuWfmyvmDSwWcfzWmdugRQsyzLH4\n+ChUVkF5uYG8fAV3z0pWnlzO+zWLSU3Kxs3NwMGsJF7u/xpjP8yhpOsu2vi3wcsnm26G6exPsdCr\nZW+WpL5O4cib+PTQM/XcmfXDqe2TmppKpJQ+QEREBKnSjNXss3z5ciZPngyA4Vyssyuf1XHpQ06U\n2St/g0H8W14OOWHxdHXbLZTbz99B27bk+kVRUQFrf3JHOXachYZ7+GHE69xe8Bq+P63kuKk9Oa++\nS2WluBkdef7l5YLc7aONtK/FMlxS1lxh1SoYNAizh1HYBQ88QNf972HMzRLk725kXOexfPjV87B6\nNWzaBM8/z/d+ozjbZjtd/teFBUoPmNIRD3cjU1q+D3FL6FbzAL/d/xsfj/qYL8d+ScTmT5nd80NS\nHk5hz+Q9zArMxrxmPkPSt/G/8gG0TimkvLIKr6J4nmvxGwPPrGLNhDUs2DWfihEjmTt4LnsmHcN3\nfgEDdhzm2e9+w/D+B1BeTkqfCZSVgbHaB3ezrX6THnhVlYF8AtgRO4GZse/jEdIMf384FNALtmwR\nGaYbv4cBA6x2jvzefnePx3/eEj76169sKbiJHsVPcYPnLPI4xjKvYRSWF1rH2bd5AeUtfuZU8WGy\nfNfw7MGB/NA1FOXBKBj4CEea7cO7bVtGeyyg5fdrmdZlNr/etwfPttPpenY5LTc9yIzCr7nv2/uo\nUWrIyoJJk9RJbkeef1UV+B3bDSkpfHHLZ5SbvFE+/wJOnsTNTYGoKDXJq18/WLuWwkK1HLf9NcL2\n7RAZSWVIBBkZ4OlVw7e5r3LC7yMUReGbNe4cc4/F67CYrK5L+e/eDQkJav5Eh0NfwdChePiUsaiq\nP3mTfZiJH6UPeZF/dzAL975Od8vtBB+YQfe9m1hw4wLGJN5IwMnbiU+dw7SrpjHcZyYBuYNoltcH\nHy8TvvsexvzGEcbFjW3orVoLTpW/JHJnmDp1KrNmzcJgMKAoinVNVFc+q+PSh6cn9OolEmQkpL9a\nUCBuhMw2vei5YTaFZxV8//MMPPowFsFjjBwJmZkWzp6FNJ/2fGe6gRHD3Fm48Rbm/PceWobdg7u7\nwaHyr66un/yl7dO8+Tnlv3IljBiBWa53Gx7OjqjRJB9cQFnZU3i4K4xflcZIyxcM+foQp5R81kZW\n8slt/pT5rGHpwHmk/nADk6dU8J8Sd9asARZup9cMa44XULvcdU6OCNMsPGvgupG3cd1HH/HrwGf5\n6QQEe8HucmjVrBW/jD9JfDzc9JKwTdxq3Om67lUq4xNxHz0arr8e02ovSkttE7UkZPSL9MHfT17I\njh0w1kd8X3u8enHlD+tRlIm4rV0DTzyBOduW/M1mKL+mP55799Jm5EgezK9g/+T5JHhcw39ypxD9\nejSjO40mLecsZyd9wz6lHQUheRSY/Zix9DdI/ZJTDKJ5WRqLihLwXjoHDAY6fXYug9bsRXfPZ0kx\nwyfHEjn61osMbr+bmz+/mXsj5rN4cXP8W6Xw2qEXORWQwBWlt1FdbaasTLTTzQ2abVklMqo9K/ih\n++OMn/U815gexnD1lby1axF5MeVUVd0PV18NJ08SUb2J0GuuJjT/NyhtTXmZB81m/5PK0mzSIpoR\n2bcPfuWQUnyMPP+puOfncDqkjKsXz8M3uw9fX6tw84kNwJW1lL9cZ+KXX8QU1v79YKCG6H3LOPXP\nWRwqHkqMpTkeL6Zyxx3wv3lmMJWxPj+I//4Xth0HS7R6vNat1TfqkBCRlS7zIoqKwMPdgNlobsht\n6hBOlX94eDinNSmJp0+fJiIiwmafHTt2MG7cONq0acPnn3/Offfdx1dffeXSZyVmzJhh/VmvDRvR\n0eQRGAjJybUnfCMj1Qnf7OieXFHzC8NrPsetshzGjMFiESqsqkpde7akBP5uXEj1a3NJa5fM2VIz\nt7Rcb1WzlZUQVJNFx40LaZm5i4oKlfy1yzqWlYFnURaUlYkqj3lnGHvoWWIXPQJr18KgQTYZvpsj\nbiIhYxVlZdDDsJ0rvt7OA397mgl983l3THs63PIPWp96jeuPH+DGDjfi7W3AYnQXtVnOTf5qJ3yh\ndtnp7GwxkX32LCKd9McfKS+sqDXhKyN9QBDKP/zf5eaSt7B8dC7m3MvLmuQli7ppof2uQPwuQ1/9\n/eFrr3EYVq3iIePrGHbuhORk63ehzeStrERI5e++w//saYa/3ofA4nS6Z/6Pnyf9THRANB18ehG7\n5gijcn7BOO8o/0t7jru2ljEwZQuBAQYG+f7MqcirrE9FbQlwSWb5VT74xnflu7DHCPcN58bv28Ld\nPci/OR4vDzO/ey/mg4K/U1ysWPtToZSy/uiHPBV3hn+V+jGj0xts8MhmimUqN11xlHnb5pEV8xJf\nnfhAvDq89hoP7L2bHoc/YNmpJHj0UR4omc2qX98nyuctehbPwT9gAUubdyJjaDcijF15JWEtV/yy\nnXu73ktZGRzz9mZcp+k0e9iHV6ra8Mz6Z/jm928orSxlyhQxr7xjB8QnlXPKuI6R4Y+zrGMN3bbf\nzfCk3iwd+z7Vxf4Yyv2h0htKgzCb1ZLOZg2Xt2plS/6Z54RKaup6srJmUFUluPJC4VT5d+vWjcOH\nD3PixAlatmzJ0qVL+dhuCZljMg8fuOOOO7jxxhsZOnQoVVVV9X5WojE6ouPiYOZMocSeflooS7nu\naGSk+NfDAxT/ANKMkSysvhtmLwE3NywWdZ1bueZJcTEUlZtx94WW4fD6z5OZlDuHXwOuo6LCQFUV\nTN0+ntA0I/+370mWR02l3dYo4k1XUF4ea/Vwy8sh8NE7wa0av2VfM6vwfvwMCoaQHmJV8BYtbEoL\n7PW7mgcKd3Mkp5CrKtZjGH0Dj/R9ikf6PmXt59oqCDgXa+/trcbd10X+9rH+OTmC/PftQ7yGxMRg\n2bkFD49kG/KXZQ/kFzMt/RFuaf0D37RVhZOcBJXFwbRwdxdkoi3UVlws2ms2w7HiEIrmvs3EcU+I\n7GNvb6vtIx8mNmUXfH156bpvmVo+myEzurH22p20C2zHtKumsX49bPZUF1Rp/9tXlAwcztDVX7HO\nfwZ9C1aTGtMbOcsnyT8rSyX/ykpQ/jYY7+UrePXNN7mm+l+MemsPZHXilf9rjs/2Ij6p6k+vdxMg\neQzFmSMo7PY0L3sdpKN/HM9WHuG7o98x8caXye1bwt2devLB0Ln0GnyUuf79abWrkttHTeSlF34g\npWQKZ5Pu5tMVn2DsWsm9A934cmcvrvp0CzkpB5nxTj7z/h3P9S9Y8HaHqkqYmDiRX9+DfVuOsHPL\n3eQXHOfL3tM40/MgszfN5qEVj5Fy9FaUnGjMHYoY9OXz+GQUYLz+LM9FtOezMZ+R3DqZmhq1Lg+c\nK8thUEs625O/fEjKaB+zGRITr6Om5jqCg2HGDHjmmQvz/Z0qf5PJxLx58xg0aBCdOnVi7NixxMbG\nsmDBAhYsWOD0wHV9VsflBbk4i7YCpVT+csLXYoEdlqvYZOiN2+BBgNgm3xZkyYP8fDWSIywM/ld8\nG2GVp5m25zaU7ByqyqqIyd3Cvic/4p8J3+JVmkPYjm9YW5VM2WH1LbO8TMG8Yyvk5GBMjKerYQd3\nmt6n+P7HYNgw6/mlOi6s9mKfZ3csWzbQo3S9KMhmBxnZA4Ls5O/yX0fK3972sSp/gAED8N2yxppP\noCV/iwXxKnPXXWy98iFMiXE2x5YrY9Wl/LXzI1L5e3sL5Z+XByXJf6N/0G4YPdrmM/JhYl/XpqzC\njcOjp5Mbew0d0tRCdTKj1ttb2Byt9nxN2YxZtOIUV1VvpHfmZ/ze6zbr/vKh1batmBz18BBioerW\n20U6cH4+hnJ/WlYm41bWXMwnefgwsepn/tVtPpbATPKHXI/Z8wBrdl/JB2OW0NIriui8e3nc9zB3\nFhQyZ+RCPEwe+JV35tXEtbyy+RVa/iechX2/o/Owf/Fjr/XETCrm5XZJfH/7Oq4a8Q/o1o2gltF0\nCugK1ZZaVT3z8mB/eTveHPoDq4Ne4I6fljJ/yHw23L6BdqefI7HHWQKv/QivxK95q7Q/X2zoQ8bC\nU8yOPUBy62RAXNegkrp8aMtQT5NGhrdrdy5TGUH+GRm2SXGNEeYJ9Sh/gMGDBzN48GCbbffem5Ik\nuwAAHClJREFUe6/Dfd9+++16P6vj8oSMqgkIUMl/0ybVSpgV+CJn8i3I8uxa5S/JXxICCPIvwpeq\ndRuo6PcoAx/qxIY73iHPKxxj8wD2ePRgT1QPgmfAthufY8qD98Lab8FgIKT8FPi5iZU/Nm/mrrHN\nSc3wtKp0sFW3ZWWw0dKfW7/9gIjCTZD8Xq3++fioiVaOlL+2vIPcbm/7tG2rIf+BAwm89wk8Oj6H\nu7s6qWlNYHrzTcjLI2j+Y9yTbXtsbW0fe+UvbZ+KCtFere3j5iYesPZx4vYTvvbx/PKBVNDpSqLX\nbgFEWOnZs+o6uNfwE5X+wbh36cBDvMB/N/elctxt3PJQiE27s7NFe1JTRXSQxQIVgaGYBw+Gd96h\nJHgq11wjyiLJwoGFWW508u5NxJ7epK56nfstr2IeecKm7adOqWG5IMg03NKJX//+K/vO7Ofa2Dge\nedKNV0Y/zJE0MRbxHwJj46zVWGVJD/vCbrK+UmkppMWNIWjldNi1CyUhiV0fjuKnn0ZhMkFWZg3d\nb4lh+biPSd/dshZJm81qqKw9+WuV/+TJaqXc8HDxpiRXaYPGI389w1dHo0BG1YAghYgIW+Vf4hFI\nlYdao8AR+efkqOTfsqW4QQMjvfno6v9y4oqRXPnB/RwLvcomw9fdHd4OeQJDWip88AFVVdBN2Y6h\ne3dxRyUnkxUs6jpoCdp+9arFpnswpZ8m27u1sGXsEBCgLhreti0MGSJ+b6jtYyX/q67CJ+UgkVXH\nif3fP3hnayz07Uvl2VK6VO0UwefvvccVPUwiN0EDrefvbMJXLnRfUSE+4+EhCDU/3/Zzkui0E772\nC4+4u0NRXC/a520RO9bUWDOpvbxgLEvJHTAOT09YyD28ff1neM6eYV1rV7ZbLsyTlibOYz3XTTfB\nmjWUlAgSnjpV7CejfWSd/MoKA+0rDlAT29na3/JyQf7alc5ktI/RzUjhkS40D3IjIEC0NTdXQ6AG\ng/VJXhf55+UJ0i4uhpBwE8sC7oRFi9i6VSS4tWsnkg27Z34Dfn4UtO8O1B4bk0kcIzBQPb/JJF7y\ntOQv1z2W/YiOFtnS8vrVyV9Hk4K29nxBgbgR5YSvtBKscdVQy/M3GGzJv3dvePFF8bu7O+y9ejJ+\nOcc5GXaltRyCVL4WbzMn/m8xTJtG+dlyehq3Q/fu1nPJV2h78tcq/1OlwXwz7Qde/dsah/17+mn4\n+9/F7+HhattcsX1yc4XibddOKEhFEZ3a738N/97WH/eCTJ5o/TG4ueG34mNmnrxZlCWowybVev7O\nJnx9fMS5vb3VSKSAAOEh16f8teQvv+eyTlfQquiAiKC59VaKChVakkaflY8xms8ovmGsWN/YE1K6\nDrOV4ue+I7kyV1qaXdZwly6wd681S1bbV0n+kpxjKvejdI6zaXtKihAcEtrVvF56CaZNE28+ckF1\nRwQqrxNHto+iiM+FhsKHljvggw+IHRTJY52/ETsVF4sCfi++iNlisLZNC0n+ISG2yl/7ryPExYnz\n68pfR5OEvfK39/xliKaEPfm3aGFL/i1awKhR6r7pwV3YmTyVw20HWW0SeWxvb8iJ6gqRkVRv/YWe\nbLUhf39/VWVKaG9uOSmaV2TGEKraFFr4+NQmeNk2o9G58n/zTRgxQhCvxSKIOz0dluQPwtdHIeP5\nRew1JsL999Pm1QfI9IiCsXXHcWs9f0e2j1b55+TYFoXz9xfq2xn529fZt46hnyfHPTuLJ/vhw8T+\n+Abdj39CxNH1vM0duHeKtvZdq/i17Zbkn5Ghkn9lJeK1KDeX6px8lfyLirh26X2EpO605mm4WxQ6\nVu/HEGer/HNzRR0nCZnkVVAA69bBxIliuzPyd2b7gHhohoXBweJWMHcu7wZNY+TWJ4RH88Yb0KOH\nNW9Cfq9amEziDaJFC/Vv8prUXpv26NxZbTvYiqgLgU7+OhoFMp6+pkZVN1Kx1UX+8qZKSRGKSkv+\nWkgr4/sh/6E4MLKW7WONqe/dG7dvvyahWoQwSkhfWgt75a8oghQdkZYzGAzipqxL+VdXCxEvV4CS\nNfWXLoXcsfdh3L4Vc4CPmPC94QaKouJZ2P4lp+d0Fuopvyup/HNysJnr8PcXD1vtNu0Dw9GEr/aN\n4LGoT+CDD+Dll7li2xu0P7maIyMfYzqzbCbEpUVm325J/jU16rkqKhCyvHNn/E7tE21TFBg0CL/c\n4zyybjBux4/i7Q3R5lOcxQ9TcIBN2/PybM8pbZ+8PPFQkOMvbR9H15kz5d+8ubg+ZP6KcusE5pse\nxM3fD5YsEQN6993WNsmx0MJsFteEI+XvCvnrto+OJglZgVJGlhiNQkmlpqpq0pHyN5sFQYaGipvY\n0U2ptTLsM3zlakklJUByMl6L57LV41obdvP3tyU7sFW3MtImLU0lgIbA0VuBnPA9c0a0OzFRbJdL\nKZ4+De07myE4WH1LMJv5+dUtpAR2cXo+aYWUldU/4SvDPCX8/UVCa0yM7WfsbZ/CQnVhc21ht5OG\nKPGF9+6NZ2kOrY6so6hHP+v3AK4pf3leG4upSxcCTu8RJPf773DyJL88s4KNYWMJ2fgpLcx53F81\nh/10rrWYS26uLflL20cuZKMdF1eVv1zMvaREzEGdOSP6JRV8VraBiqf/DY8+CidOWKPEnCn/87F9\n7JW/Tv46mhSk8s/PV2+ikSOFgAsNrU3+7u5i35Ytxf/DwsS/zpS/o5LOkvyLi4FrrsGttIT1vkNt\nPl+X8pekU1YmhGdqasOVPwhLxz5/UbYpK0tMCkrIpRQzMwUJgFCVOTlqfX9nKhBEWy0WcZz6Jnyh\nNvlv3iwqnErYJ3mZzfDNNyCD+hxW9XRzY1PkzeRFJWEJCbD2GdSwUntI8jca1fPaWEzx8USe3kSQ\nkg3ffQeDBuHhaWCHXx9aHPiRMb8+SXvlN6bxis1iLnl5asE/CWn7aMthy7bl5NRP/lrbyM9P/FRU\niL+Fhoq31aIi8B3aR7Dz8OFWBq/P9mmo8m/XTi0tDn9iqKcOHa7A318o59TUc/XRgUWL1L+bzepN\nD6rtExsron1CQ8X2usi/uFglfkn+imJn+7RoQc7wO9n0+7BabatP+QcEiLafj/I/VzLeBtL2sSd/\nafucOaOuLCZXu9LOkdQHT0/NylUaaOP8HZF/QIAgYO1csvwutMo/PV1V6XK70Wg7F/Bx6yfwGpyG\nn5for4xlf/ll6NnTcZuzsoS9f+yYA+V/3XW0fHohCTM6QrtIePJJPDxgu0dvnjh0O82NO7ihxVYO\npLSxnsvdXbTT3maSyr2wUCV1EA/atDTH15nZLNqotX2knSS/S09Pca3u3y+idtzcgE8+UTtP/bZP\nTIwqdlwhf5NJPGxkDoyu/HU0KcgJX/uQOwlHto+iqIrZGfnbJy7VafsAR6cvoti7hc3n5UpN9sfU\nKv+gIEEK56P8HUEq/zNnbMk/IEDYDlrlD2KfrCzbhUqcQZK/M9vHPhEN1P5pyd/RhG9GhhqWaa/8\n168X1THTK4JQ4uJt8h4A+vRxPDnu4SHGPPpcHRs5CW99oHTpwoN99rJ//EyxWHG/fnh4QGZ1cwp8\nI8kPiibLp42NRSJFhD35S+Vub/sEB4trtC4C7ddPXAv1kf/evZqI4IAAm6ewM+WvKOLBuGyZ+h3I\nvzmDfLbY30cXAp38dTQKwsKEOmkI+YP6liCJsC7lr/X85TyB9Ly1YZWOwh9lFqoWWgujvFyoOJm0\n1BiQlU7tlX+rVuJNR6v8QeyTnd1w5e9swleblCbh7y+O36aNuq0u8s/NtZ0IlsdevFisfimTxyIi\n1Gia+toMwsaQ57UPKy0pgazhd4sJh8BAa2TTLzE3s/faKVgstkQp+++I/KXy15J/ixbiOq2LQL/+\nWuwvyV8+WLQhvaGhokyHdly1cEb+2jZrt7nywJf767aPjiaFjh3h0CGRtSlvbi1kESsJeWNIz1/6\n8s6Uv9Go1kSR4Z5ms63y1y4SL3HllSK6xL49lZWCIBRFJf3GUv6RkWJS157827QRvJadbbu9eXO1\n5o0r5N+8uZhjrG/CF2or/5iY2mNRUSEiiGS5Dmn5nDlja/vIydWcHJX8fX3BlYX6HJG/fVipNc7/\n3NNJTm5/0vWf9OkD7odtiVKOtd1aMFbbp7zc1vYJDhbjEmdbMaMWtMrf31/9LqXn//33onyzIziz\nfey3N5T8deWvo8khKkrYBL/9Vrfyt0/yAnUyzc9PKFRnyt9+4W6LRTwItOTvSPlHRp5bqk8DrdrV\nps43lvJv1UqQTGamLclHRcHOnaK/2hu+obZPt26ijHZd5C9DPcGW/KOj4dpra3+mslKcXy5kIr9P\nWVdGa/vYk7+rkOTfpo0Yt7qUv6Mkr5wc8cCzV/6y/3XZPo6Uv3V9XSdwcxM/2dm2to+Hh3jLPXLE\nYSK4TZsaovzrs30kdPLX0eRgNApF99NPDbN9vL2FavPzq1/5a4lRkj+oq0dNmqSq1/pgX9JAEk5j\nkb+np1CMe/fWVv67dtn6/aCSv6vKv0cP8a89Efj4qCUdJLlqCbpfP5g/3/YzkigzM20TkNzd1XLC\nWpWekyMeAOdL/gEBYswdKX+5FKKEJP/sbOHFu7u7ZvtoJ3ztyV/7OWcwm8V5mzUTx3B3Fw+E0FDx\ntnip2z46+etoNHTsKG7UhpC/l5fIj+ncuX7lb0/+8nheXiIsfPFicbO6cnPIB4pczk8marlCvK4i\nKkqs7mSv/MvLbf1+aDj5ywRm+31lvoXWp6+PoGVp4dRUVfmDGM+0NGGZmUziAe/mJtp5Icq/WTMY\nP14oaHvlX1d5h+xs58rf3vbRxvnb2z7yuPXBbBb99PNTaxiBGpzgjPyNRtvoNtkm++2uZPjat0kn\nfx1NDrGx4qZy9DrsTPn36KHWXTkf5e/tLUgWatetqQv24Y3e3o2n+iWiogRxaUmiWTOhUh0p/+xs\n122fjh0F8TpS/iUlaqVI2bf6IOPlmzdXz9+pk5jAl/aadr/0dKF+G/KwlOTv7w9z5ojvwZHyr8v2\nkcrfvkwHNMz2Adevkdxc8XltIp8kf2e2j6PvxRFx67aPjssCHTsK1e9oBc+6PH8tMdVl+2iVv73n\nLz8n6wS5Sv5SccoJ4roSky4ErVuLf+1VflRU7W0NnfA1GoV3r61nA+Ih6ucnHiSuKn8Q+wYGinGS\n54+NhT17bJWz/NvJk4IUG7Jaq1b5a49n7/lrrwk53oWFaqSSlijl3EFdto99qKeca2kI+UvlL9sv\nx64u5d+sGSxcWHu7I8tGt310XBa49lpRi9wRnCl/ifqUf1VV3Z6/xJkzrr3S20/4enn9McrfYKhN\n0G3a1O35u6r8QYQlXnVV7e3+/uJY8oHrKvlLUpPhtNHR4hyywB6I7z0oSLxZNMTyAXVctA8TOV8D\nwl6SNpwWnp6C3N3canv+sk3OQj215zMYRD8bYvv4+tqSv7u7eFDWRf5ubsLWskdjkL+u/HU0SYSH\nq3XY7eHpaUv0Wr9ewtvb8YXtiucP4kayr1hZF4xGkStQWvrHKf+oKEES9t7vmDG1FwtrqOcPdavu\nZs3EsRqi/M1mlfzlW4Cc2Jw0Sd3PYhFx/fYTya5AXgNa8g4KEgQL6mS9mx0reXioD1B75a9trxZ1\n2T4g+tlQ2ycqSkRYSTz/vAhrbgiamu2jx/nr+FPw+OOOJ+q0D4Tg4No3sdzXnvxlTX9QyT8+3nXb\nR9oFRUWqOm5s8u/UCbp2rb3dUbXmhiZ5OYO/vyA9s1n8Xpc3rYW98g8Kgg4dRH0mbR8sFvG3oKCG\nk39ICDz3nO22oCCRdAW1LR8J7TySvecvtzmzfbTKH8R37co1YjKptk90tFjyWKKuN9z6jldX7L+e\n5KXjsoX9zemI/F97rbZKhtqF3eQ2re1jNIrKmcuWuX5zmM1qzPfIkWIBmcZE69aiPpkr8PFRycpV\nIqgL0r6yWGDNmtqlLRzBYlGtKLNZPITDw+Hzz2vvFxh4fuRvNqulrSWCguDXX8Xv9pE+EvUp//nz\n1ZIREnVl+ILop6u2T15e7c+fL5qa7aOTv46LAkd+fV03gFT+9kle8iYIDxeKMi9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       "text": [
        "<matplotlib.figure.Figure at 0x2d506d0>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Prova amb dades de la Borsa utilizant l'estrat\u00e8gia b\u00e0sica que us donem\n",
      "method = SlidWin(10)\n",
      "for item in data:\n",
      "    # Creem un objecte broker. Aquest objecte cada cop que entrem una nova dada dira si hem de comprar o vendre accions\n",
      "    # per_change indica el percentatge de canvi respecte al valor de l'accio per realitzar una compra/venta\n",
      "    # min_time indica el temps minim que ens hem d'esperar per fer nova accio de compra/venta\n",
      "    per_change=0.1\n",
      "    min_time=10\n",
      "    broker= StockMarketWin(method,per_change,min_time)\n",
      "    # Executem l'estrtegia de comprar a partir de l'objecte broker i les dades d'entrada. La funci\u00f3 estrategiaBasica \n",
      "    # est\u00e0 definidia dins utilsP4.py. Ella \u00e9s la responsable de decidir la quantatit de compra o venta d'accios a partir de la\n",
      "    # suggeriencia del broker\n",
      "    temp_badget,invested_money,non_strategy= estrategiaBasica(broker,data[item])\n",
      "    # Mostrem els resultats per pantalla\n",
      "    print_results(data[item],temp_badget,invested_money,non_strategy)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  100.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49949.4  ( #accions = 498.0 *Valor Accions= 100.3 )\n",
        "*  INICI: Diners sense invertir =  50050.6\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  439654.4\n",
        "*  FINAL: Valor accions =  215705.3  ( #accions = 211.0 *Valor Accions= 1022.3 )\n",
        "*  FINAL: Diners sense invertir =  223949.1\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  339654.4\n",
        "*  Benefici produit pel Broker =  -119451.0\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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9ii5dumD16tXIysqCpaUlAMDS0hJZz59kGRkZ6CFt7QjA1tZWLtNGGobiYqBH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\nRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2d37b50>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Exercici 2"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "En aquest exercici heu de definir l'algoritme de la finestra adaptativa (<b>AdWin</b>). Us donem l'estructura de la classe. Aix\u00ed com en la finestra lliscant, tenim el constructor i el m\u00e8tode add. La vostra tasca consisteix en implementar el m\u00e8tode <b>add</b>. Aquest m\u00e8tode, tant a la classe anterior com en aquesta, serveix per afegir una nova dada a la finestra, en el cas de la finestra adaptativa, haurem de veure si hi ha hagut un canvi estad\u00edsticament significatiu dins les dades o no. \n",
      "La informaci\u00f3 detallada de l'algortime la podeu trobar a les p\u00e0gines 30-31 de la lli\u00e7o <b>Processament de Seq\u00fc\u00e8ncies</b> de les classes te\u00f2riques.\n",
      "<br>Aquest m\u00e8tode ha de retornar :\n",
      "<ul>\n",
      "<li>0 si no hi ha hagut cap canvi significatiu</li>\n",
      "<li>1 si hi ha hagut un canvi i la mitja ha disminu\u00eft</li>\n",
      "<li>-1 si hi ha hagut un canvi i la mitja ha augmentat</li>\n",
      "</ul>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class AdWin:\n",
      "    \"\"\"\n",
      "        Finestra lliscant adaptativa que permet trobar la mitja de totes les dades que es van inserin i que permet trobar canvis bruscos\n",
      "        en elles i adaptar-se a ells a partir d'un valor de confian\u00e7a indicat per l'usuari.\n",
      "    \"\"\"\n",
      "    def __init__(self, d):\n",
      "        \"\"\"\n",
      "            Constructor de la finestra.\n",
      "            \n",
      "            param d Confian\u00e7a el canvi. Com m\u00e9s gran m\u00e9s f\u00e0cil ser\u00e0 detectar un canvi.\n",
      "        \"\"\"\n",
      "        self.data = []\n",
      "        self.length = 0\n",
      "        self.rel = d\n",
      "        self.m = 0.0\n",
      "        \n",
      "    def add(self, x_t):\n",
      "        \"\"\"\n",
      "            Afegeix una nova dada a la finestra i despr\u00e9s de comprovar si hi ha hagut un canvi actualitza les dades necess\u00e0ries.\n",
      "\n",
      "            param x_t Nova dada.\n",
      "\n",
      "            return self.m Mitja de les dades del interior de la finestra\n",
      "            return \t0 si no hi ha hagut cap canvi significatiu\n",
      "                    1 si hi ha hagut un canvi i la mitja ha disminu\u00eft\n",
      "                    -1 si hi ha hagut un canvi i la mitja ha augmentat\n",
      "        \"\"\"\n",
      "        # afegim la nova dada a m\n",
      "        self.data.append(x_t)\n",
      "        self.length += 1\n",
      "        action = 0\n",
      "        \n",
      "        # comprobem que tenim almenys dues dades\n",
      "        if self.length > 1:\n",
      "            \"\"\"\n",
      "            sortim = False\n",
      "            while not sortim:\n",
      "\n",
      "                for i in range(1,self.length):\n",
      "\n",
      "                    esquerra = self.data[:i]\n",
      "\n",
      "                    dreta = self.data[i:]\n",
      "\n",
      "                    # calculem m\n",
      "                    m = 1.0 / ( (1.0 / len(esquerra))  + (1.0 / len(dreta)) )\n",
      "\n",
      "                    # calculem ecut\n",
      "                    ecut = sqrt( (1.0 / (2.0 * m)) * log(4.0 / self.rel) )\n",
      "\n",
      "                    if abs(mean_funct(esquerra) - mean_funct(dreta)) <= ecut:\n",
      "                        sortim = True\n",
      "                        break\n",
      "\n",
      "                if not sortim:\n",
      "                    self.data = self.data[1:]\n",
      "                    self.length -= 1\n",
      "\n",
      "            \"\"\"\n",
      "            \"\"\"            \n",
      "            # fem un recorregut i eliminem la cua de W0 mentre no es compleixi\n",
      "            # abs(mean(esquerra) - mean(dreta)) <= ecut per a totes les subparticions de w\n",
      "            continuem = True\n",
      "            while continuem:\n",
      "                #: variable per quan sortim del for sense tallar la cua\n",
      "                continuem = False\n",
      "                # fem totes les particions\n",
      "                for i in range(1,self.length):\n",
      "                    #: part esquerra\n",
      "                    w_0 = self.data[:i]\n",
      "                    #: part dreta\n",
      "                    w_1 = self.data[i:]\n",
      "\n",
      "                    # calculem m\n",
      "                    m = 1.0 / ( (1.0 / len(w_0))  + (1.0 / len(w_1)) )\n",
      "\n",
      "                    # calculem ecut\n",
      "                    ecut = sqrt( (1.0 / (2 * m)) * log(4.0 / self.rel) )\n",
      "                    \n",
      "                    # si la diferencia es mes gran que ecut, eliminem la cua\n",
      "                    if abs(mean_funct(w_0) - mean_funct(w_1)) >= ecut:\n",
      "                        # eliminem l'ultima part\n",
      "                        self.data = self.data[1:]\n",
      "                        # disminuim la mida\n",
      "                        self.length -= 1\n",
      "                        # continuem analitzant\n",
      "                        continuem = True\n",
      "                        # sortim del for pero tornar a particionar\n",
      "                        break\n",
      "            \n",
      "            \"\"\"\n",
      "            # fem un recorregut mentre no es compleixi la condicio abs(mean(esquerra) - mean(dreta)) <= ecut\n",
      "\n",
      "            for i in range(1,self.length):\n",
      "                #: part esquerra\n",
      "                w_0 = self.data[:i]\n",
      "                #: part dreta\n",
      "                w_1 = self.data[i:]\n",
      "\n",
      "                # calculem m\n",
      "                m = 1.0 / ( (1.0 / len(w_0))  + (1.0 / len(w_1)) )\n",
      "\n",
      "                # calculem ecut\n",
      "                ecut = sqrt( (1.0 / (2 * m)) * log(4.0 / self.rel) )\n",
      "                \n",
      "                # si la diferencia es mes gran que ecut, eliminem la cua\n",
      "                if abs(mean_funct(w_0) - mean_funct(w_1)) >= ecut:\n",
      "                    self.m = mean_funct(w_0)\n",
      "                    # eliminem l'ultima part\n",
      "                    self.data = w_1[:]\n",
      "                    # disminuim la mida\n",
      "                    self.length = len(self.data)\n",
      "                    # sortim del for pero tornar a particionar\n",
      "                    break\n",
      "\n",
      "\n",
      "        #print self.data\n",
      "        new_mean = mean_funct(self.data)\n",
      "        if new_mean < self.m:\n",
      "            action = 1\n",
      "        elif new_mean > self.m:\n",
      "            action = -1\n",
      "            \n",
      "        self.m = new_mean\n",
      "        \n",
      "        return self.m, action\n",
      "\n",
      "\n",
      "def mean_funct(lista):\n",
      "\n",
      "    return sum(lista) / float(len(lista))\n",
      "\n",
      "from math import sqrt, log"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import random\n",
      "# PROVA AMB DADES SINTETIQUES\n",
      "\n",
      "# Adatptative window amb d=0.98\n",
      "method1 = AdWin(0.95)\n",
      "\n",
      "v=[] # Genera un mostra de 400 + 600 valors amb un canvi brusc entre 400 i 401.\n",
      "for i in xrange(200):\n",
      "    v.append(0.6+0.1*(random.random()-0.5))\n",
      "for i in xrange(400):\n",
      "    v.append(0.4+0.1*(random.random()-0.5))\n",
      "for i in xrange(600):\n",
      "    v.append(0.1*(random.random()-0.5))\n",
      "    \n",
      "# Anem afegint de forma seq\u00fcencial les dades dins la nostra finestra lliscant. Guardem el resultat dins la llista output1 i output2\n",
      "output1=[]\n",
      "for item in v:\n",
      "    mean,action=method1.add(item)\n",
      "    output1.append(mean)\n",
      "    \n",
      "  \n",
      "# Visualitzem el resultat\n",
      "pylab.plot(v)\n",
      "pylab.plot(output1,'r') # plot del resultat del M\u00e8tode 1\n",
      "\n",
      "pylab.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ZWdp3/+CDMGeOtXLogQNaSOyupa+/hgsvtK59822WN9RQTnObTPM9bpgi5CYG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\n/puaomAKU4OP2mqwucwR0oSyIggO7Ms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       "text": [
        "<matplotlib.figure.Figure at 0x4142ad0>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Prova amb dades de la Borsa utilizant l'estrat\u00e8gia b\u00e0sica que us donem\n",
      "method = AdWin(0.95)\n",
      "for item in data:\n",
      "    # Creem un objecte broker. Aquest objecte cada cop que entrem una nova dada dira si hem de comprar o vendre accions\n",
      "    # per_change indica el percentatge de canvi respecte al valor de l'accio per realitzar una compra/venta\n",
      "    # min_time indica el temps minim que ens hem d'esperar per fer nova accio de compra/venta\n",
      "    broker= StockMarketWin(method,0.1,10)\n",
      "    # Executem l'estrtegia de comprar a partir de l'objecte broker i les dades d'entrada. La funci\u00f3 estrategiaBasica \n",
      "    # est\u00e0 definidia dins utilsP4.py. Ella \u00e9s la responsable de decidir la quantatit de compra o venta d'accios a partir de la\n",
      "    # suggeriencia del broker\n",
      "    temp_badget,invested_money,non_strategy= estrategiaBasica(broker,data[item])\n",
      "    # Mostrem els resultats per pantalla\n",
      "    print_results(data[item],temp_badget,invested_money,non_strategy)\n",
      "    \n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  100.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49949.4  ( #accions = 498.0 *Valor Accions= 100.3 )\n",
        "*  INICI: Diners sense invertir =  50050.6\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  409205.2\n",
        "*  FINAL: Valor accions =  256597.3  ( #accions = 251.0 *Valor Accions= 1022.3 )\n",
        "*  FINAL: Diners sense invertir =  152607.9\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  309205.2\n",
        "*  Benefici produit pel Broker =  -149900.2\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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MmYKrV6+iS5cuWL16NbKysmBhYQEAsLCwQNaLO1lGRgZ6SFs7ArCxsZErtJH6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\nhhgMBoPBYHRo/h+9d8MVj22PbwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x318c110>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  1.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49999.3  ( #accions = 38461.0 *Valor Accions= 1.3 )\n",
        "*  INICI: Diners sense invertir =  50000.7\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  1419212.3\n",
        "*  FINAL: Valor accions =  1369211.6  ( #accions = 38461.0 *Valor Accions= 35.6 )\n",
        "*  FINAL: Diners sense invertir =  50000.7\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  1319212.3\n",
        "*  Benefici produit pel Broker =  0.699999999953\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RJ6kqJSQkoH///rh+/ToAoFWrVjhz5gwsLCzw6NEjeHp64vbt2wgNDYWenh6Cg4MBAH36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\nA7F44wAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3792a50>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  38.2   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49965.6  ( #accions = 1308.0 *Valor Accions= 38.2 )\n",
        "*  INICI: Diners sense invertir =  50034.4\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  110725.6\n",
        "*  FINAL: Valor accions =  60691.2  ( #accions = 1308.0 *Valor Accions= 46.4 )\n",
        "*  FINAL: Diners sense invertir =  50034.4\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  10725.6\n",
        "*  Benefici produit pel Broker =  34.4\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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SpAl+/vlnDBw4UL1vx44daNKkSYnOVyqV8Pf3h0qlgkqlgp+fH7p06YLhw4cj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\nt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       "text": [
        "<matplotlib.figure.Figure at 0x396bd50>"
       ]
      }
     ],
     "prompt_number": 30
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Exercici 3"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Us hem donat implementada una estrat\u00e8gia de compra/venta d'accions de borsa molt b\u00e0sica ( funci\u00f3 <b>estrategiaBasica</b> de l'arxiu <b>utilsP4.py</b>). L'estrat\u00e8gia de la funci\u00f3 \u00e9s la seg\u00fcent:\n",
      "<ul><li>Gastem el 25% dels diners amb noves accions quant el broker ens diu COMPRAR i venem el 25% de les accions que tenim quant el broker ens diu VENDRE</li></ul>\n",
      "\n",
      "Penseu i implementeu una nova estrat\u00e8gia de compra/venta d'accions. Per definir la vostra estrat\u00e8gia us heu de limitar a utilitzar: \n",
      "<ul>\n",
      "<li>L'acci\u00f3 recomanada en l'estat actual.</li>\n",
      "<li>L'\u00faltima acci\u00f3 presa.</li>\n",
      "<li>El valor de la variaci\u00f3 de la mitja.</li>\n",
      "</ul>\n",
      "Compareu els resultats amb l'estrat\u00e8gia b\u00e0sica. Sou capa\u00e7os de guanyar diners? S\u00f3n importants els par\u00e0metres del AdWin? Quin efecte produeixen?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def estrategia(broker,data,badget=100000.00):\n",
      "    \"\"\"\n",
      "        Estr\u00e0tegia de joc. \n",
      "        Parametres d'entrada : StockMarketWin \n",
      "                             : Dades - dades que utilizarem per fer el test\n",
      "                             : badget- quantitat de diners que volem jugar\n",
      "    \"\"\"\n",
      "        # Definim els parametres inicials de l'estrategia\n",
      "    # Gastem el 50% del badget en accions\n",
      "    n_stocks= math.floor((badget*0.90)/float(data[0]))\n",
      "    init_stocks=n_stocks\n",
      "    # Descomptem del badget el valor de les acciones que hem comprat\n",
      "    badget = badget - n_stocks * float(data[0])\n",
      "    \n",
      "    # inicialitzem variables\n",
      "    invested_money=np.zeros(len(data))\n",
      "    temp_badget=np.zeros(len(data))\n",
      "    non_strategy=np.zeros(len(data))\n",
      "    \n",
      "    cont=0;     \n",
      "    # iterem les dades de forma seq\u00fcencial simulant una partida de joc\n",
      "    old_mean = None\n",
      "    for current_value in data:\n",
      "        # afegim una nova dada i obtenim l'accio recomanada pel broker\n",
      "        action  = broker.add(float(current_value))\n",
      "        if not old_mean:\n",
      "            old_mean = float(current_value) \n",
      "        new_mean = float(current_value)\n",
      "\n",
      "        \n",
      "        if action != None:\n",
      "            if action[1] == -1: # ACCI\u00d3 COMPRA\n",
      "                #Gastem el 95% del badget que tenim\"\n",
      "                #money2spend=0.95*badget\n",
      "                \n",
      "                if abs(old_mean - (new_mean + 0.01)) < 1:\n",
      "                    factor = 0.01\n",
      "                else:\n",
      "                    factor = 1.0 - (1.0 / abs(old_mean - (new_mean + 0.01)))\n",
      "                    \n",
      "                money2spend= factor * badget\n",
      "                \n",
      "                #print \"compra:\", factor , \": \" , badget,  \" : \" , abs(old_mean - (new_mean + 0.01))\n",
      "                \n",
      "                new_actions = math.floor(money2spend/float(current_value))\n",
      "                n_stocks+= new_actions\n",
      "                badget-=new_actions*float(current_value)\n",
      "                \n",
      "            if action[1] == +1: # ACCI\u00d3 VENTA\n",
      "                \n",
      "                #Venem el 25% de les accions que tenim\"\n",
      "                #actions2sell=round(0.05*n_stocks)\n",
      "                \n",
      "                if abs(new_mean - (old_mean + 0.01)) < 1:\n",
      "                    factor = 0.01\n",
      "                else:\n",
      "                    factor = 1.0 / abs(new_mean - (old_mean + 0.01))\n",
      "                    \n",
      "                    \n",
      "                actions2sell=round(factor * n_stocks)\n",
      "                #print \"venta:\", factor , \": \" , badget,  \" : \" , abs(old_mean - (new_mean + 0.01))\n",
      "                \n",
      "                n_stocks-= actions2sell\n",
      "                badget+=actions2sell*float(current_value)\n",
      "        temp_badget[cont]=badget\n",
      "        invested_money[cont]=n_stocks*float(current_value)\n",
      "        non_strategy[cont]=(badget/2) + init_stocks*float(current_value)\n",
      "        cont=cont+1\n",
      "        old_mean = new_mean\n",
      "    return temp_badget,invested_money,non_strategy\n",
      "\n",
      "# Prova amb dades de la Borsa utilizant l'estrat\u00e8gia b\u00e0sica que us donem\n",
      "method = AdWin(0.95)\n",
      "for item in data:\n",
      "    # Creem un objecte broker. Aquest objecte cada cop que entrem una nova dada dira si hem de comprar o vendre accions\n",
      "    # per_change indica el percentatge de canvi respecte al valor de l'accio per realitzar una compra/venta\n",
      "    # min_time indica el temps minim que ens hem d'esperar per fer nova accio de compra/venta\n",
      "    broker= StockMarketWin(method,0.1,10)\n",
      "    # Executem l'estrtegia de comprar a partir de l'objecte broker i les dades d'entrada. La funci\u00f3 estrategiaBasica \n",
      "    # est\u00e0 definidia dins utilsP4.py. Ella \u00e9s la responsable de decidir la quantatit de compra o venta d'accios a partir de la\n",
      "    # suggeriencia del broker\n",
      "    temp_badget,invested_money,non_strategy= estrategia(broker,data[item])\n",
      "    # Mostrem els resultats per pantalla\n",
      "    print_results(data[item],temp_badget,invested_money,non_strategy)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  100.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  89969.1  ( #accions = 897.0 *Valor Accions= 100.3 )\n",
        "*  INICI: Diners sense invertir =  10030.9\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  619985.4\n",
        "*  FINAL: Valor accions =  567376.5  ( #accions = 555.0 *Valor Accions= 1022.3 )\n",
        "*  FINAL: Diners sense invertir =  52608.9\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  519985.4\n",
        "*  Benefici produit pel Broker =  60880.0\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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GTZs2xfjx43Hz5k188MEHCAwMxNOnT2FqagoAMDU1xdNX/ykTExPRpUsXxfEW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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x375a9d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  1.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  89999.0  ( #accions = 69230.0 *Valor Accions= 1.3 )\n",
        "*  INICI: Diners sense invertir =  10001.0\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  2474589.0\n",
        "*  FINAL: Valor accions =  2464588.0  ( #accions = 69230.0 *Valor Accions= 35.6 )\n",
        "*  FINAL: Diners sense invertir =  10001.0\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  2374589.0\n",
        "*  Benefici produit pel Broker =  1055377.4\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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nTh20a9cOTZo0QVRUlNTRqgRVQ+3798WzqiYJAB49Kvt9U6eKQWp9fUVtUnmp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\nMBgMBoMhhv8DZuI0pjdEZLgAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x35eb1d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  38.2   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  89999.2  ( #accions = 2356.0 *Valor Accions= 38.2 )\n",
        "*  INICI: Diners sense invertir =  10000.8\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  119319.2\n",
        "*  FINAL: Valor accions =  109318.4  ( #accions = 2356.0 *Valor Accions= 46.4 )\n",
        "*  FINAL: Diners sense invertir =  10000.8\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  19319.2\n",
        "*  Benefici produit pel Broker =  8628.0\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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MHjxYsW3nzp1o0qRJmY6Xy+Xw8fFBXl4e8vLy4O3tDQ8PD4wcORKRkZGQyWSw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\n7s2krCVPAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3466550>"
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def estrategia(broker,data,badget=100000.00):\n",
      "    \"\"\"\n",
      "        Estr\u00e0tegia de joc. \n",
      "        Parametres d'entrada : StockMarketWin \n",
      "                             : Dades - dades que utilizarem per fer el test\n",
      "                             : badget- quantitat de diners que volem jugar\n",
      "    \"\"\"\n",
      "    # Definim els parametres inicials de l'estrategia\n",
      "    # Gastem el 50% del badget en accions\n",
      "    n_stocks= math.floor((badget*0.25)/float(data[0]))\n",
      "    init_stocks=n_stocks\n",
      "    # Descomptem del badget el valor de les acciones que hem comprat\n",
      "    badget = badget - n_stocks * float(data[0])\n",
      "    \n",
      "    # inicialitzem variables\n",
      "    invested_money=np.zeros(len(data))\n",
      "    temp_badget=np.zeros(len(data))\n",
      "    non_strategy=np.zeros(len(data))\n",
      "    \n",
      "    # definimos 3 ventanas slidwin\n",
      "    # Utilizaremos un sistema tendencial con 3 medias moviles\n",
      "    # que trabajaran sobre los datos aportados por el AdWin\n",
      "    # Sliding window amb un tamany de finestra ==13 para corto plazo\n",
      "    slid_corto = SlidWin(13)\n",
      "    # Sliding window amb un tamany de finestra ==40 para medio plazo\n",
      "    slid_medio = SlidWin(40)\n",
      "    # Sliding window amb un tamany de finestra ==200 para largo plazo\n",
      "    slid_largo = SlidWin(200)\n",
      "    # guardaremos sus valores para representarlos graficamente\n",
      "    output_corto = []\n",
      "    output_medio = []\n",
      "    output_largo = []\n",
      "    \n",
      "    cont = 0\n",
      "    # contadores\n",
      "    compra = 0\n",
      "    venta = 0\n",
      "    \n",
      "    # definimos un valor minimo de iteraciones para realizar una accion de compra o venta\n",
      "    confianza = 13\n",
      "    \n",
      "    \n",
      "    for current_value in data:\n",
      "        # afegim una nova dada i obtenim l'accio recomanada pel broker\n",
      "        # no lo tenemos en cuenta\n",
      "        action  = broker.add(float(current_value))\n",
      "        \n",
      " \n",
      "        # recuperamos los valores de las medias a corto, medio y largo plazo\n",
      "        mean_corto,action_corto=slid_corto.add(float(current_value))\n",
      "        mean_medio,action_medio=slid_medio.add(float(current_value))\n",
      "        mean_largo,action_largo=slid_largo.add(float(current_value))\n",
      "        \n",
      "        # guardamos los datos para visualizarlos\n",
      "        output_corto.append(mean_corto)\n",
      "        output_medio.append(mean_medio)\n",
      "        output_largo.append(mean_largo)\n",
      "        \n",
      "        # accion compra \n",
      "        # si el valor a corto esta por encima del valor a medio\n",
      "        # y el valor a medio esta por encima del valor a largo\n",
      "        # para obtener la tendencia\n",
      "        if mean_corto > mean_medio and mean_medio > mean_largo:\n",
      "            venta = 0\n",
      "            compra += 1\n",
      "            if compra >= confianza:\n",
      "                \n",
      "                primera_compra = 0.25\n",
      "                # compramos un 1% del badget que tenemos\n",
      "                #money2spend = (primera_compra / compra) * badget\n",
      "                money2spend = (primera_compra) * badget\n",
      "                new_actions = math.floor(money2spend/float(current_value))\n",
      "                n_stocks += new_actions\n",
      "                badget -= new_actions*float(current_value)\n",
      "                # ponemos el contador a 0\n",
      "                compra = 0\n",
      "                \n",
      "            \n",
      "        # accion venta\n",
      "        # Si el valor a corto esta por debajo del valor a medio\n",
      "        # y el valor a medio esta por debajo del valor a largo\n",
      "        # para obtener la tendencia\n",
      "        if mean_corto < mean_medio and mean_medio < mean_largo:\n",
      "            compra = 0\n",
      "            venta += 1\n",
      "            if venta >=confianza:\n",
      "                primera_venta = 0.25\n",
      "                # vendemos un 1% de nuestras acciones\n",
      "                factor = primera_venta #/ venta\n",
      "                \n",
      "                actions2sell=round(factor * n_stocks)\n",
      "                \n",
      "                n_stocks-= actions2sell\n",
      "                badget+=actions2sell*float(current_value)\n",
      "                venta = 0\n",
      "                    \n",
      "\n",
      "                \n",
      "        temp_badget[cont]=badget\n",
      "        invested_money[cont]=n_stocks*float(current_value)\n",
      "        non_strategy[cont]=(badget/2) + init_stocks*float(current_value)\n",
      "        cont = cont+1\n",
      "\n",
      "    \n",
      "    # Visualitzem el resultat\n",
      "    pylab.plot(data, linewidth=1)\n",
      "    pylab.plot(output_corto,'r') # plot del resultado de corto plazo\n",
      "    pylab.plot(output_medio,'g') # plot del resultado de medio plazo\n",
      "    pylab.plot(output_largo,'c') # plot del resultado de largo plazo\n",
      "    pylab.legend(['Entrada', 'Corto', 'Medio', 'Largo'],bbox_to_anchor=(1.05, 1),loc=2,borderaxespad=0.)\n",
      "    pylab.show()\n",
      "\n",
      "    return temp_badget,invested_money,non_strategy\n",
      "\n",
      "# Prova amb dades de la Borsa utilizant l'estrat\u00e8gia b\u00e0sica que us donem\n",
      "method = AdWin(0.95)\n",
      "i = 0\n",
      "for item in data:\n",
      "    print\n",
      "    print \"***********************\"\n",
      "    print companies[i]\n",
      "    print \"***********************\"\n",
      "    print\n",
      "    # Creem un objecte broker. Aquest objecte cada cop que entrem una nova dada dira si hem de comprar o vendre accions\n",
      "    # per_change indica el percentatge de canvi respecte al valor de l'accio per realitzar una compra/venta\n",
      "    # min_time indica el temps minim que ens hem d'esperar per fer nova accio de compra/venta\n",
      "    broker= StockMarketWin(method,0.1,10)\n",
      "    # Executem l'estrtegia de comprar a partir de l'objecte broker i les dades d'entrada. La funci\u00f3 estrategiaBasica \n",
      "    # est\u00e0 definidia dins utilsP4.py. Ella \u00e9s la responsable de decidir la quantatit de compra o venta d'accios a partir de la\n",
      "    # suggeriencia del broker\n",
      "    temp_badget,invested_money,non_strategy= estrategia(broker,data[item])\n",
      "    # Mostrem els resultats per pantalla\n",
      "    print_results(data[item],temp_badget,invested_money,non_strategy)\n",
      "    i+=1\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "***********************\n",
        "GOOG\n",
        "***********************\n",
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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7TohALAiC0ATUa6tQq6niRNZZXuz2aksX5541NoDeDzKZjGeffZbevXuTlJRUp1k6NzeX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\n8dC6NZviNtHVpStG+lUDpYUFFGPI1zzFGgahdAxoHzmUY61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QNUNqCiFEUyWvLzVuDfbW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\nTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x318c550>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  100.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  24974.7  ( #accions = 249.0 *Valor Accions= 100.3 )\n",
        "*  INICI: Diners sense invertir =  75025.3\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  453014.3\n",
        "*  FINAL: Valor accions =  449812.0  ( #accions = 440.0 *Valor Accions= 1022.3 )\n",
        "*  FINAL: Diners sense invertir =  3202.3\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  353014.3\n",
        "*  Benefici produit pel Broker =  -106091.1\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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X0LlzZ6xbtw5ZWVmwsLAAAFhYWCDr5Z0sIyMD3aWtHQHY2toqFNpI3VBcDHTv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\nRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3867e90>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "***********************\n",
        "MSFT\n",
        "***********************\n",
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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1vnSyQ15VHuAM2ywJWyGE8Eja5pxks9nYvn07b7zxBv369eOxxx5r0GWsUqlQ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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3d08110>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  1.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  24999.0  ( #accions = 19230.0 *Valor Accions= 1.3 )\n",
        "*  INICI: Diners sense invertir =  75001.0\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  8873261.0\n",
        "*  FINAL: Valor accions =  8872054.0  ( #accions = 249215.0 *Valor Accions= 35.6 )\n",
        "*  FINAL: Diners sense invertir =  1207.0\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  8773261.0\n",
        "*  Benefici produit pel Broker =  7454049.4\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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mzZqhbdu2qFu3Ltq1a4emTZsiOjpaaGlGgdxR+8EDvpX3JAHA48eVnzdlCl+k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\nB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ZcvA+++ywKnpCR9W7UaGJDkj8imlJxjYlg3zrFjgJMTu4HFxDDl5b59WY/HwYOsC0ij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\ncwulEPUAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3769e50>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "***********************\n",
        "IBM\n",
        "***********************\n",
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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MDQzp26Sv/iupVAinTp3ipZdeIiUlBWdnZ3bs2KHr/i1PqvtXUZRyc+mSXHWm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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3f29d50>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  38.2   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  24982.8  ( #accions = 654.0 *Valor Accions= 38.2 )\n",
        "*  INICI: Diners sense invertir =  75017.2\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  123229.2\n",
        "*  FINAL: Valor accions =  114700.8  ( #accions = 2472.0 *Valor Accions= 46.4 )\n",
        "*  FINAL: Diners sense invertir =  8528.4\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  23229.2\n",
        "*  Benefici produit pel Broker =  12538.0\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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OTk7Ytm0b+vXrp962Y8cOODk5Fet4pVIJX19fqFQqqFQq+Pj4oH379hgyZAgi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\nWtIICSGEECJo/T8z5TI5G3n3oQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3d12090>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "***********************\n",
        "YHOO\n",
        "***********************\n",
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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blROQpKTUp02NY5uzs2G/Aw4ODZQ50WzcVcCdNGkS8fHxHD9+HBcXF1577bUb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\nyuwkUkIUlB/zBKeTZBZn6u7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B73glPq8NpVpdXWv5uVJ2Nrh/vwDb0LkMdA8jQBnALh5l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\nSTZNlwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3d222d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  18.6   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  24998.4  ( #accions = 1344.0 *Valor Accions= 18.6 )\n",
        "*  INICI: Diners sense invertir =  75001.6\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  569878.4\n",
        "*  FINAL: Valor accions =  127348.8  ( #accions = 688.0 *Valor Accions= 185.1 )\n",
        "*  FINAL: Diners sense invertir =  442529.6\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  469878.4\n",
        "*  Benefici produit pel Broker =  22329.6\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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awIH8cetWxfsvXlQ8FFo8CLI2Bj7+739ARsbbX0fblJXxWpfYWF7TFxwsf4xI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\nAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3742610>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "***********************\n",
        "FB\n",
        "***********************\n",
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5tzb7VA1NmdDdbjc+nw+LxcKSJUtYvXo1ANOmTSM7O1sE1jNAqE3p6/C6/VRa\nfKQWRuEqdlEUnUuMOpwaYMT1jYQf5cNDHaLC4JEOG1RTtFoKXa5gFV/oALVKqRWMY5myY/du6N61\nV1mxoIw+fyPTRP/EicCXrY7/+KPyJ4iPP/z5Sk1VfUhQ/biykt9Fi2XfmuXl5bXreX/6058Cv69a\nteqQ4+PHj2dX07cfv99PSkpKoF9VkiTuv/9+7r///hNQ4o5psy7s9/sZPHgwcXFxXHDBBfTr14/y\n8vJA23RcXBzlIiH6GUHtVppmzc5Kys1eaEhCV6SiKL6amKYkD+XGRgYajUe8hkoFOo8Gm8eGy9V6\nlGWqTieC6iki1K+0GPRkF42hHFsn42mmJ3v4ILYPt/yuka2jv2LvnpYJuitXwujRMGXKkc9XOWxU\nGiVijDGt9n9SVcXvo6ODVewz1tKlS6mtrcXlcvHII48AMOIUmP/VZk1VpVKxceNG6urqGD9+/CHf\nGNrKjjF//vzA79nZ2WSfQiPOhI5Z/G879wKu4gqKImz0s/ajT+0uCmMbOEsXzdKl8JDFxgBT1BGv\noVaD1qvB4XHgcPoANbKsBNcUrZZC0fx7StD6lS9QxX3WY74GdlbuoncnlynYerOLb1NNXLsF6nTw\n845l9Og5HIAdO+BG3qBsRTxw8WHPVzttVMbIxBpjA/vWNzRQ5fEwuo3hxDk5OeScoCkuZ4q1a9dy\n3XXX4Xa76devH59++mmg+bcztXtKTXh4OBMnTmT9+vXExcVRVlZGfHw8paWlxMbGHvG8A4OqcHoz\noGQ8UhlLkVUS1Q39iSlaBECcMZYLL5S5bo2NAUepqcoyeHwhGEJUZPS2A2a8XggJEc2/p5LmoGqN\nVHIyj659nUqe6cwiBV0GufzYAybmg0sNa/N/4fqmY7feCjI3Ux7Ri8MFVb8f1iyzUTXdR4yhpab6\nbFERtyYltTmV5uAKx+EG6gitzZs3j3nz5nV2MQ5x1H/pqqqqwMheh8PBsmXLyMrK4rLLLmPRIuXD\ndNGiRYEJuELXpkf5oC1IKSa1NI4iUunXoPRDZUZnUuHx4JdlEg6eR3OAHTuUVIUGjR5rU3LxX35R\njiVptZS63fhO4byeZwqtrLQY7I6Cv3zbA6uxkdKG0k4uVXClqkugj5N3a+4loqQ7S3ZuQ5KguhrO\n5TuqDPDpoMN/Ydy7FySHjWqdJ1BTLXa5+Ly6mhlBnhcpnFqOGlRLS0sZM2YMgwcPZvjw4UyaNImx\nY8dy993n9uyUAAAgAElEQVR3s2zZMnr16sXKlSu5++67T1Z5hU7UXFPNS7CSbUyhiGTOrivnLz8a\nmDLgGrbabPQ3Go/aHRASAk506FVaULuQkaj89AcAQlUqokJCKBW11U7XXFPdFwnq8kzSyk0U1Re1\ncdbpLc5XQnmojV8afk9R8e8osxSC2kV0NExjEY8O1/OXCzaws2rnIeeqVBBGPdU6N7HGWGRZ5m/7\n9vHnhAQsISGdcDdCZzlq8++AAQP47bffDtkfGRnJ8uXLg1Yo4dTUXFPdFeNnjD4JBwbMfhcvLwNS\nerC1vJz+R2n6BWUFGyc6dCoZQpSaamr5r8BooKUJOFmnC+atCG0I9Sn/1nkRoK+9gCTHd5Q1lrVx\n1umroADiKaVMroWGRKrd6cRXhTEocR4FhdcSSxl/6x1N70Y/t277mSeHJDH4gFHuKhUY1dU4VF4i\ndBF8Xl3NxsZGXu3d1XuihYOJjEpCuzXXVH9OhqHanoH9dYRBSAhbbUfvTwXQ68GBHq0Ugk5TB8C6\nVS3ZlUS/6qlB5XKwWjWS/eYQ9tSNJdHu79JBddo0iFYXY/U2gC2GUhIYVhDOkO6P8wK3oorZhj/W\nS8OQR9heX8uEzZtbtahIEmgM5Vh8yvt/Xn4+j6anY+yklFQWiyUwiFQ8gvOwHCGZhwiqQrsZsLMv\nTINLDT3C0gDIZBvjURIEbGlspF8bQVWna2r+lULRapT+egvWwHERVE8Nao+T/WEqZFs8vc9KILre\nTY2j664itGWDF6+pijhTHF9/pWbEFQlctiuE/2XC4NAfuOuaAuLD7yWm2knZ2nu5KiyWuQfMt/T7\nAWM5EbKZL6urkWWZyztxGk1N0/rE4hG8R80RVtUSQVVot6zeDr5OsTCyCEJiI5k9G3aQyc+MwC/L\nbLPb22z+laSm5l806JqCar/uLakJU3Q6Ma3mFKB2Oyiw+MGazs5yC4l2F9X2qk4py//+B0VB7s79\n88QitpojSQpLYsIE2NWQyIX5teRaIGwuZFi1OFJHMenjzRhr4hntqeLbmhp+aVqj0+cDtbGMCCw8\nWVjInNRUkezhDCWCqtBuoT473yeFMrIQQuIimTy55ViB00m4Wt3moIzmoKpFw8B+ygeSytUSVHvo\n9ewR+X87ndrjxJ7hgdp0wiPVGB1aquuC3/zr88EzB83cueoqeOih4L6urnw/5d2jSDQnAvD2iniS\n5TL++XkYfSph/s8xNETZSPzeQ1yVhYr6XB5JT+f2vXvxyzJeL5hNe6jXnU2u08nVMTFtvKLQVYmg\nKrRbiNfBvgg13a1KUD37bGW/yURg5G9bmoOqXtZg0CtBVe2yB45nGgxst9uPdLpwkqg9TuoSXMy7\nI43oaNA6jFRYK4L+urm5MGsWfPBBy76e7Eb1+WdBe02/HzavqKA4WkuiSQmqHpRpYRdvjmbAix9w\n+e8Xc1d6Enu9vUirlcmvzeOG+Hh8ssxrpaXccJUdV1gl1j7juDM5mZBTaIk34eQS//JCuzQ0QEW+\nndJwLyl1EBKjLGP1/fdQU9P+oApNzb+yGuTmoNpSM83Q6yl3u7GdAauinMrUHidVeg/xpniioyHU\nYaLaEfzmX6sVoqhi6jXuwL6nmcVLJcGbC19XB9FUURomBWqqzau0heLmw5RLsZ6v4fakJHLJYFCN\nnby6fagkiTf69GFuXh41SRv56uxLsMXE8EcxL/WMJoKq0C6rVikDlRoNTrbZLoCmLFqjRytzT7fa\nbG0OUgIlo5ITHTq/CplGfKh4K20nX+z+AgC1JNFLr2enqK12KrXXRbVWmXNpNkOo3UytS+kD93ha\n1ls90axWyCOdd7kOAJeLwELfwSJJTUHV6CMpLAmA1athEku4RPoC7t7BHWFpRISEEJKSwCTrDoqK\nfwWgn9FIj7cz8V1Qw5YRF3NbtAazpt2J6oQuSARVoV30emWeqlPv4I/Oj5RhvAfYbreT2YGgqvWr\nQG5kq8XCgrN28/TapwPPyTQa2WazHeUqQrCpPC6qtU5ijbFMnAgaRzg1HiWohobCyy8H53WdTjDT\nyEUsBaCiomV+dLB4vUpQrbO4AjXVgQPhCyax9dxE0MjMylCCreH8swivjibPnY8sy/j98NP/WXjt\n8dloNszmwczRQS2rcOoTQVVol9BQ0Ek2PKFOcLZODu6XZXbZ7fRpWiawres40aH3qfD5baxJ0aP1\nSJSWtoyUzDQY2H6UoCoGBwefyu2kJtRBjCGGSy8Frd+C1VsfWCh656FJhY6bxwONJfWsS4ILb3bi\n9DqpqACVrppnRoDPHpwvWl4vJGurqNI1BoIqAJKM6dY8Ru5MJyFBeX+6fWrea5iNxieTX5vPtm1w\nNj+zpn8hVw27Co1K1FLPdCKoCu0SGgpo61G79SQmtJ7QXuB0YtFoCG9Hs9eUKUpQ9dZK+LCxJyqU\nEXkGSh0tc/4yjcYjDlbavFmpNQsn1vLl8OUBy4dKHhc1Gnsgj229PgaVFIrNowS2YMwWSUuD5/+6\nnfkjwvkl1cN3eTkMGyazpe9eZk2ATze8d+JfFGXEcRRVlPjrWgXVqa9V0i9DzY9PRQb2/forlJPA\nsNoo1hSuYeBA+Asv8fI5JmYM/dPhLi+cYURQFdrF7wdZV4/GaeTgRCI77Hb6tnOQUnPu36Jd4MfO\n/kgYna+hQSrG6/cCSj/VkWqqlZXKz4cfVmo2wvHxesHthssvh0svbdm/b58NZ1PKvWKXi+nvXo93\n6Mtsq1XWTg7G4NaSEljMDfyc4mfyplC+2fYZ57OarUkOwpwqNhevP/EvivI30KvLccleLDrlze2T\nZX7tl8+C9PRW802LiqCKaNK2GrjhvjUMYiPRqZ+BKYJzUs4JSvmE04sIqkK7eL1g0hUSH2FhxYrW\nx3bY7fRtR9NvMyc6DF7wSw4KLF76Vnsx+OIprCsEoLtOR7HbjeOgEcB+f0vT7333wbhxx3VLZ5wX\nX4Q1a1q2m5fc02qVdW4P5DHWEuE1IUkSb5aVMXJFEdFlP3LRzkK4Zwff9cjjwfx8/tf8LecESCeX\neO0erAYvV/0cz5d7l/Iv7lSagzfHsqNyz1HPdziUUeodtWsXuHTlJBriAgH07fJyokJCuOigb5DV\n1VBNFFl7VfhTV3Ebz/KPod2Z3OfPItmDAIigKrTTf/7Pj1lXhNkUS1xc62PbbbYOBVUbRgxeH37J\nQWmYnYFWG90r3eRacwHQqFT00OvZdVAT8JNPtq5NrV59zLdzRrr1Vhg1qmX7yivhVp5nMh9wcMu9\nxlhCBBHIssybZWUMXVVN39zlvBDrgM3h/PYLFJb7uSc3l9dKT8yScH3YyVsR55Bg6E50aTeqHVZy\no51sitIxZEc39liPnlbJYICwMCVIdsT48eAw15AYrgxG8vr9PJifz4NpaYcESr1eqameV+xAG1rN\n3qE57M3IZ/5lN3fsRYUuSwRVoV2+fL+eSl0IBnXUIcd2tHPkb7MGzBhcXrxqJ1WGerrVwZCyMvZV\ntHwaHi4JxJ49ADIOdJg4hirJGc5IIzISskdpZl+yBJ7ndt4IuQarw0ooSs5lvx80xlLC1dGsqa9H\nI0nE5EKUOxTZVQlfJsKidKZ5M/i0f3/uzs095AvQsUikhO0WHUmGdKrkOMI39OX98/didvYnvDKR\nAl9Ju65zpIRcR6rF6rFTZpZJDE8B4L+VlSRotZzfPFn1IFVE01PO43cFFTw2KZ9nL3gCi/7wydWF\nM48IqkK7RFJDsU6POaT1B40syx1u/rVjgCo/tbp6JCTCXJBhhT271tPQ0DRbp8DAjoM+qFUqJfm+\nDhf92HYibuuMMoofAXDtyA3sq8fM9MtAMzuOYoMyTWrnTvAbK4nQJbCorIwb4+NxakxEOzVU2lqa\nezUaZVDZP1JSmJ+ff9zl66YpIeFSFQn6dMqJ46I9aj4c4OO64ROhMR677KTR3XjYc2tqIJpKZCSW\nPbfjsM8JC4OmVL2tRFPFXrMhMEf1xeJi/p6ScsTm3DqU0e9/Wg8z1sNfLrnpGO5W6KraDKqFhYVc\ncMEF9OvXj/79+/Pcc88BMH/+fJKTk8nKyiIrK4tvvvkm6IUVOo8FK+U6HZkZrYPqbocDs1pNbGho\nu6/lQE+0HQpiq7B4lZGVGVbYvmsjo0YpE/4/fE5P/kFzZ954A5IoZm0ylE++BeI2H/b69fVNq4YI\nAY2NkMl2/BI4m4LqrL/YCcHF5xk6zF4PMXOgvqqcv/4VvAYrcd168lFlJTfExeFUm4i2S1TaK0ll\nP7fwAs1d3lPj4/mmpgb7cWTBcjggzltESZSHCwZlUE4cT+36nu75SVzf4w7qiSDBE87+2v2HPT8n\nB57hLj7rDR9bD82+1Px+qDhMpsXJF1RhTQol0ZxIhdvNVpuN8ZGRhz4xQCKdXO7M38iqz/eIvlSh\nlTaDakhICM888wzbtm3jp59+4sUXX2THjh1IksSsWbPYsGEDGzZsYMKECSejvEInsWClUheCRd86\nqObU1pJ9hGayI3ETyu8b11JrdmJsjOUR7uE761S2VhWxZYvyHLlUx/6DgqrJU8MWBnLODMjP/I2Q\nG8cecu3aWggPhzlzOnZ/XVl9PZjN0FO9lfi/wYM7nwVAV1PC7sQ4nLKRiidgeBHc8sRL5P1SRblJ\nJjfpbKbGxZGg1eIMMRNjg7yKSpZzIS9wG+FfvANAXGgoI8PC+KTq2NMYnn8+JFPEfq2NjMh0KojF\n4IHHI94nLMRCPWFIUWOYnlvBtdu389lBr3XDVJmxrOCOof35afBu8mvzWx3f0VR5zclRfubnK4OO\nAHSNVRRHqEg0J/JVdTXjLBa0Rxne/MgjkE86mxnEPnoc8z0LXVObQTU+Pp7BgwcDYDKZ6Nu3L8XF\nxQCBieBC1xdJDVU6TWDKQbPVtbVH7Hs6kk0MIrZpxoyhPoV7eYRS6yjqIpWMPS8xk4yyokNqqkP4\nDb8Eap+Kn1+BcH/VIe/B5sGaL77YoSJ1aRMmQARWTP1fx9xg5j/+ldQ56zDUlrCumxFf2TA0frh1\nbQjr3V+SbN/Fb6m92EYMD6SlAeDUmGC3zH+/KiEED0+eA9/ufzeQrnBafDxvHMeApfXrIYVC8uQa\n0iPS8aEMR77y4SGkpMCvY5Mp63UlA9W1DDObmbFrF5XulvzA5/csQY2HooQKhhaGsDx3eavrv/oq\nTOEtIos2M3Mm9Ez3MDQ6n/JyMDiqKDX5STInsaS6msvaWAf1nnvg00+hoABO0BgtoQvpUJ9qfn4+\nGzZsYMSIEQA8//zzDBo0iOnTp1NbWxuUAgqnhiS9FVNPiQhdSwCVZfmYaqrFJOO2xwNgcCr9WBPH\nJePW+CC0gZn8H89U3k25243ngHbcFAp50XA1PmckquKhmN2wvXJ74Pj2pl/nMZ++zg3Heqtdzq9r\n3dzHQ7ww2Ejs99PpXRzB6v2rMdaVsCNDhbkxCwkfH2Q9yu6RV1FyXzE/X7mQqZYQopqW8nOFmEgo\n8kHkPvZFSPz9Iri32zKeeK4OgMujovi1oYGKAwJdRyVQTJ69hHRLOp9yBdN4EwwGDGF+fr09gTGr\nXqOXZx+zU1K4LjaW+w9YJHx0t0L290rCGAF/XC+zfHfr7qiGBniLGzh31UL+7//gZl4nn3RGjQKj\nvYoyvZsoYwIrrFYuOWrTr+LyyyElBeLjj/l2hS6q3UG1sbGRq666imeffRaTycTMmTPJy8tj48aN\nJCQkMHv27GCWU+hkKSYr9Xo/4bqWFIV7HA40kkT6QXmA26NeVj64TGZlgNNbn4YRb9US1W03ABX+\neOJDQylyKSNSZRkiqCXfHAINiZzNOs7Nl/gudxUA5eXQrx9cwErms4BZ0YuP6367kqv5kMsjn2ZH\nnIxz5x8YtlfFT0U/YW4oYUuMk/8szII/5/HLub3p891u1P4VhGy9myf7nhW4xs87zPSyelCF57Nq\nSD7pay9n1K5I/vHBqwDo1GrGRUbyZXObagdJfi8OUx1mrRlTqIlqolnMNAA+rqwkrkamX34BZY3K\nmq7z09L4uKqK1ftt3HgjrFlSyRcmNQMtI0kpTOXnwrWtrv/558rPRrXy/o1DSWLRsK8cg7OS8hAb\nu/wGBhiNRHdgfIAgHKxdiSo9Hg9XXnklU6ZM4YorlEEAsU2rlADMmDGDSZMmHfbc+fPnB37Pzs4m\nOzv72EsrdBqju4Y6ra9V829z0++xDNSwYmHtq2BbcCORDXBJUhhvVanRjt4Ee5QVcdJ0OvKdTtL1\nevx+JbF6kdkDDYnIqMjab2bVrmXMHHEr332nXHclY8mLAG2mGDzSbDAbeXBQCtcMnMj/fL34W3k9\n75ZvImp7H7b9voY6Ux/SbqhkyPhGzjXmcdfMHEZqstCHtOSDbMREtNdOcqOHNweDZsl4ruI3Voxe\nAihfqC+LiuKTqipuOoalzyKpYYvFRIYlA4CFC6F5ne8PKisZtltDQr3MukalvdUSEsJdycnM3VrA\nmkV9uYlK8ofaye5+Du4aH9XOFZTV1aD1R2KxQF2F0pWQs0pp+Yihkp3RcJPtSSR/NSGShq+sjVzZ\nSYuL5+TkkNPc4Suc1toMqrIsM336dDIzM7nzzjsD+0tLS0lo+s/zySefMGDAgMOef2BQFU5P+/aB\nqs5KvcbTaj5eTm0tYw7OWdhOVixMKgLGRzH2Zvj4STMZeyVy45RM7fFhDrrpWgYr+XxKoO07wQ0F\nyvsusTSOzeWtp9aslwYx4tYtJHpe42qe5kxXXw8DpQ08MNjJ8hF/4VUs9C9TsbF4A1foQ6lTO3m5\nysULvXvypNbIHeU5rN4Bf37gyVbXacBMGPVofbAnAiILLuZa6a/cmViKz+9DrVKTHRHB7H37kGW5\nw1+0+sdVscViJN2SDsD99yv7HT4fK61WZpebSazzBmqqAH9NSuKxfT9Dop2o0nIWxxaxauilLJOL\n6d6wnT/ev5Evnh+DLLfUTC1Y+YDJhMb/RN+/ADzJnR+OIDE0hc+qqpjX1Id8sh1c4ViwYEGnlEM4\nfm02//7444+8/fbbrFq1KjB95uuvv+Yf//gHAwcOZNCgQaxevZpnnnnmZJRX6ARvv63UJOpUzkCf\n6rH2pzaz0hSMw5XmONlkJqXOi0Oj1ETiwh2BmiooQdWkdkC8m+nXKLUJdX0iJU7l+c2f4ZWJ+zE2\nRFAeasPpFcvZrM6RcaX9SkZSLKO6D+KppyT8tRmU1dRTl7GeHskXY/P7uTgykm4XZyIB/T9YyPi+\nY1pdx4YRM43853Pg3c+xulMJd0GU00vW+cVIEvjKdIRKErnHsIzQpSOqKEsJIT0ivdX+L6urGWY2\n43NFYNrvorShZWRQuEbDlVISw25/jwviXsYcoiMzJpN80hhQF8bOut8Cz72gTxkeFXySvZFzwj7k\n536FnJuTzZTvE/nX1T9hTpvKhRYLqcfQlSEIB2qzpjp69Gj8h5n0d/HFFwelQMKpR69XvuHXyfZA\nUN3ncKCSJDKO4UNo/Xr4bWhTv1VTJibZZCahwYVDrfTJhXidZJlMvFSiZNHx+cAgOShUu+iVrATV\nYkd/3N411LvqsdvDiKKKzcl2wvddQHzPH9lRuYOshKzjvf3T2rzLNzBurJpLBihT3m66CXJmZxBd\nYWfZoDycaVfw18REVJLEorfV9OZuzvnPTYesQuNr+qjIzge4lL/9HXgC0mvhx8I8hlLB4sXDOOfK\ncNbU1dG9g0sJGe2VFCdJXBiR1mr/OxUVXB8XR061hmsb7ZQ1tl5o4XJHKlZ3Cbc8Ppdk1y/Ue73k\nkU6/LfBWYktQlerKGfDi0+zK6MbbftBbdxP/gZmXV97D2+fr2Jc4ite7detQmQXhcERGJaFNWVkQ\nrqrCIbsxhZoA2GyzMcRkOqb+1CFDIISmJWaazlfptcTYZAprK3FIekK8Di6KjOTXhgb2O51Nzb8O\nKlUOYk3KlIetDMRiNVBYV0hiIlQRw55YN0Pi+tGz3sKWii0n5g9wmrLb4RK+YkWyhbOSzgaU5Pl5\npPOH3GqW9gujKCSZG5uGsKalwVwepdeY5EOutWkT3MIL/IH38XqVUa9anKTXqNBEbeNXzmLNvG84\n2xjGmsOlLWqDq7iKQrOHtAOCaqPXy3Krld9HR+PShtHN0YDV1si+/c7AVB6vQ8XHDzxA+vbPqEi+\nkPSffmLz8CSG7LNB8mZGnvsZH5SUsvxONQ2hPu5+4S7G/e92bA1rcPxpEHc+8AADjS9xZUISA0ym\nDpdbEA4mgqrQpmefBZ2ujPBQMypJecvsstvp1YHUhAeTaR2Ml6+Q0NuM+A3V1BJBmb4OLWBakcjs\njfmBmmoldmIMSk21hEQS6jUU1hfy738r11kfZaa42wi+mLKYLyuKj7l8XUFZGZzNOop71HBWojKS\nNzRUCapPfm/lXNXtXB0Ti6Vp2sxLL8Ef/gDdux96rYED4SVuofKCP6BWK60XbrRklBsxxivpDzPI\nZev74fxYV9fxsm6vpkBnbxVUV9XWcpb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uRm9ri7NNyw20Gj8T2NnJIwVDRtnyFwtCCUKb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       "text": [
        "<matplotlib.figure.Figure at 0x3f2db90>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  0.6   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  24999.6  ( #accions = 41666.0 *Valor Accions= 0.6 )\n",
        "*  INICI: Diners sense invertir =  75000.4\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  2378416.4\n",
        "*  FINAL: Valor accions =  2239129.0  ( #accions = 60517.0 *Valor Accions= 37.0 )\n",
        "*  FINAL: Diners sense invertir =  139287.4\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  2278416.4\n",
        "*  Benefici produit pel Broker =  -754904.6\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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w9FQYYlXhp58U+598UvV2BFGrYEbAli1bWJMmTdj8+fPZN998w+bNm8dsbW3Z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\nRpJCoVAoFAqFE5SRpFAoFAqFQuGE/wcHOC4VMc6JTwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3c28e50>"
       ]
      }
     ],
     "prompt_number": 65
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "1/0.009"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "111.11111111111111"
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}